Pandas Profiling Report

Dataset statistics

Number of variables	29
Number of observations	8740
Missing cells	8785
Missing cells (%)	3.5%
Duplicate rows	2
Duplicate rows (%)	< 0.1%
Total size in memory	10.4 MiB
Average record size in memory	1.2 KiB

Variable types

Categorical	13
Boolean	2
Numeric	12
URL	2

Alerts

`type` has constant value "track"	Constant
`error` has constant value "{'status': 404, 'message': 'analysis not found'}"	Constant
Dataset has 2 (< 0.1%) duplicate rows	Duplicates
`artist_name` has a high cardinality: 3452 distinct values	High cardinality
`track_name` has a high cardinality: 8420 distinct values	High cardinality
`hash` has a high cardinality: 8737 distinct values	High cardinality
`id` has a high cardinality: 8624 distinct values	High cardinality
`uri` has a high cardinality: 8624 distinct values	High cardinality
`id_hash` has a high cardinality: 8737 distinct values	High cardinality
`album` has a high cardinality: 5378 distinct values	High cardinality
`release_date` has a high cardinality: 2194 distinct values	High cardinality
`isrc` has a high cardinality: 8626 distinct values	High cardinality
`energy` is highly overall correlated with `danceability` and 3 other fields	High correlation
`loudness` is highly overall correlated with `danceability` and 2 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`tempo` is highly overall correlated with `time_signature`	High correlation
`time_signature` is highly overall correlated with `tempo`	High correlation
`danceability` is highly overall correlated with `energy` and 2 other fields	High correlation
`valence` is highly overall correlated with `danceability` and 1 other fields	High correlation
`error` has 8737 (> 99.9%) missing values	Missing
`track_name` is uniformly distributed	Uniform
`hash` is uniformly distributed	Uniform
`id` is uniformly distributed	Uniform
`uri` is uniformly distributed	Uniform
`id_hash` is uniformly distributed	Uniform
`isrc` is uniformly distributed	Uniform
`key` has 1033 (11.8%) zeros	Zeros
`instrumentalness` has 1200 (13.7%) zeros	Zeros
`popularity` has 207 (2.4%) zeros	Zeros

Reproduction

Analysis started	2022-12-17 20:10:10.161696
Analysis finished	2022-12-17 20:11:38.613894
Duration	1 minute and 28.45 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

artist_name
Categorical

Distinct	3452
Distinct (%)	39.5%
Missing	0
Missing (%)	0.0%
Memory size	653.7 KiB

Justice	99
Radiohead	74
Tame Impala	73
IDLES	64
The Beatles	55
Other values (3447)	8375

Length

Max length	51
Median length	33
Mean length	10.722769
Min length	2

Characters and Unicode

Total characters	93717
Distinct characters	351
Distinct categories	17 ?
Distinct scripts	9 ?
Distinct blocks	9 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2399 ?
Unique (%)	27.4%

Sample

1st row	!!!
2nd row	00110100 01010100
3rd row	03 Greedo
4th row	070 Shake
5th row	070 Shake

Common Values

Value	Count	Frequency (%)
Justice	99	1.1%
Radiohead	74	0.8%
Tame Impala	73	0.8%
IDLES	64	0.7%
The Beatles	55	0.6%
The Strokes	54	0.6%
King Krule	48	0.5%
Tycho	47	0.5%
Allah-Las	47	0.5%
Helado Negro	45	0.5%
Other values (3442)	8134	93.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	817	5.1%
	100	0.6%
justice	99	0.6%
black	90	0.6%
boys	83	0.5%
impala	74	0.5%
radiohead	74	0.5%
tame	73	0.5%
of	72	0.4%
king	66	0.4%
Other values (4725)	14508	90.4%

Most occurring characters

Value	Count	Frequency (%)
e	8611	9.2%
	7316	7.8%
a	7228	7.7%
o	5310	5.7%
n	5116	5.5%
r	4925	5.3%
i	4894	5.2%
s	4322	4.6%
l	4107	4.4%
t	3362	3.6%
Other values (341)	38526	41.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	66726	71.2%
Uppercase Letter	18556	19.8%
Space Separator	7316	7.8%
Other Punctuation	397	0.4%
Other Letter	296	0.3%
Decimal Number	235	0.3%
Dash Punctuation	154	0.2%
Math Symbol	16	< 0.1%
Currency Symbol	6	< 0.1%
Modifier Letter	3	< 0.1%
Other values (7)	12	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	24	8.1%
ل	14	4.7%
ي	12	4.1%
م	8	2.7%
س	6	2.0%
و	6	2.0%
ق	6	2.0%
音	5	1.7%
ن	5	1.7%
ى	5	1.7%
Other values (159)	205	69.3%

Lowercase Letter

Value	Count	Frequency (%)
e	8611	12.9%
a	7228	10.8%
o	5310	8.0%
n	5116	7.7%
r	4925	7.4%
i	4894	7.3%
s	4322	6.5%
l	4107	6.2%
t	3362	5.0%
h	2676	4.0%
Other values (85)	16175	24.2%

Uppercase Letter

Value	Count	Frequency (%)
T	1598	8.6%
S	1400	7.5%
B	1367	7.4%
M	1261	6.8%
A	1065	5.7%
D	1036	5.6%
C	975	5.3%
P	825	4.4%
J	814	4.4%
K	804	4.3%
Other values (41)	7411	39.9%

Other Punctuation

Value	Count	Frequency (%)
.	198	49.9%
&	89	22.4%
'	51	12.8%
,	22	5.5%
!	13	3.3%
/	11	2.8%
"	6	1.5%
?	3	0.8%
:	2	0.5%
•	1	0.3%

Decimal Number

Value	Count	Frequency (%)
0	60	25.5%
1	35	14.9%
3	33	14.0%
9	29	12.3%
7	24	10.2%
8	18	7.7%
5	14	6.0%
6	10	4.3%
2	8	3.4%
4	4	1.7%

Math Symbol

Value	Count	Frequency (%)
+	13	81.2%
>	3	18.8%

Modifier Letter

Value	Count	Frequency (%)
ـ	2	66.7%
ー	1	33.3%

Spacing Mark

Value	Count	Frequency (%)
ि	1	50.0%
ा	1	50.0%

Space Separator

Value	Count	Frequency (%)
	7316	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	154	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	6	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2	100.0%

Nonspacing Mark

Value	Count	Frequency (%)
्	2	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Other Symbol

Value	Count	Frequency (%)
°	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	85134	90.8%
Common	8135	8.7%
Cyrillic	130	0.1%
Arabic	129	0.1%
Han	106	0.1%
Hangul	38	< 0.1%
Greek	18	< 0.1%
Katakana	16	< 0.1%
Devanagari	11	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8611	10.1%
a	7228	8.5%
o	5310	6.2%
n	5116	6.0%
r	4925	5.8%
i	4894	5.7%
s	4322	5.1%
l	4107	4.8%
t	3362	3.9%
h	2676	3.1%
Other values (85)	34583	40.6%

Han

Value	Count	Frequency (%)
音	5	4.7%
工	3	2.8%
乐	3	2.8%
玲	2	1.9%
的	2	1.9%
睡	2	1.9%
小	2	1.9%
朵	2	1.9%
儿	2	1.9%
张	2	1.9%
Other values (80)	81	76.4%

Cyrillic

Value	Count	Frequency (%)
н	14	10.8%
и	12	9.2%
а	11	8.5%
о	9	6.9%
к	8	6.2%
р	7	5.4%
в	6	4.6%
т	6	4.6%
е	6	4.6%
ы	4	3.1%
Other values (27)	47	36.2%

Common

Value	Count	Frequency (%)
	7316	89.9%
.	198	2.4%
-	154	1.9%
&	89	1.1%
0	60	0.7%
'	51	0.6%
1	35	0.4%
3	33	0.4%
9	29	0.4%
7	24	0.3%
Other values (23)	146	1.8%

Hangul

Value	Count	Frequency (%)
동	3	7.9%
진	3	7.9%
박	3	7.9%
혜	2	5.3%
범	1	2.6%
요	1	2.6%
친	1	2.6%
구	1	2.6%
들	1	2.6%
비	1	2.6%
Other values (21)	21	55.3%

Arabic

Value	Count	Frequency (%)
ا	24	18.6%
ل	14	10.9%
ي	12	9.3%
م	8	6.2%
س	6	4.7%
و	6	4.7%
ق	6	4.7%
ن	5	3.9%
ى	5	3.9%
ر	5	3.9%
Other values (17)	38	29.5%

Greek

Value	Count	Frequency (%)
α	3	16.7%
η	2	11.1%
ς	2	11.1%
ζ	1	5.6%
Κ	1	5.6%
ρ	1	5.6%
μ	1	5.6%
π	1	5.6%
ο	1	5.6%
ύ	1	5.6%
Other values (4)	4	22.2%

Katakana

Value	Count	Frequency (%)
キ	2	12.5%
オ	2	12.5%
セ	1	6.2%
ト	1	6.2%
シ	1	6.2%
イ	1	6.2%
ゲ	1	6.2%
ャ	1	6.2%
ロ	1	6.2%
ル	1	6.2%
Other values (4)	4	25.0%

Devanagari

Value	Count	Frequency (%)
्	2	18.2%
स	1	9.1%
त	1	9.1%
ि	1	9.1%
प	1	9.1%
ट	1	9.1%
ठ	1	9.1%
ा	1	9.1%
न	1	9.1%
म	1	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93013	99.2%
None	268	0.3%
Arabic	131	0.1%
Cyrillic	130	0.1%
CJK	106	0.1%
Hangul	38	< 0.1%
Katakana	18	< 0.1%
Devanagari	11	< 0.1%
Punctuation	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8611	9.3%
	7316	7.9%
a	7228	7.8%
o	5310	5.7%
n	5116	5.5%
r	4925	5.3%
i	4894	5.3%
s	4322	4.6%
l	4107	4.4%
t	3362	3.6%
Other values (69)	37822	40.7%

None

Value	Count	Frequency (%)
ü	43	16.0%
é	33	12.3%
ö	26	9.7%
Ä	17	6.3%
ä	13	4.9%
ø	11	4.1%
á	10	3.7%
í	10	3.7%
ò	9	3.4%
ı	7	2.6%
Other values (48)	89	33.2%

Arabic

Value	Count	Frequency (%)
ا	24	18.3%
ل	14	10.7%
ي	12	9.2%
م	8	6.1%
س	6	4.6%
و	6	4.6%
ق	6	4.6%
ن	5	3.8%
ى	5	3.8%
ر	5	3.8%
Other values (18)	40	30.5%

Cyrillic

Value	Count	Frequency (%)
н	14	10.8%
и	12	9.2%
а	11	8.5%
о	9	6.9%
к	8	6.2%
р	7	5.4%
в	6	4.6%
т	6	4.6%
е	6	4.6%
ы	4	3.1%
Other values (27)	47	36.2%

CJK

Value	Count	Frequency (%)
音	5	4.7%
工	3	2.8%
乐	3	2.8%
玲	2	1.9%
的	2	1.9%
睡	2	1.9%
小	2	1.9%
朵	2	1.9%
儿	2	1.9%
张	2	1.9%
Other values (80)	81	76.4%

Hangul

Value	Count	Frequency (%)
동	3	7.9%
진	3	7.9%
박	3	7.9%
혜	2	5.3%
범	1	2.6%
요	1	2.6%
친	1	2.6%
구	1	2.6%
들	1	2.6%
비	1	2.6%
Other values (21)	21	55.3%

Devanagari

Value	Count	Frequency (%)
्	2	18.2%
स	1	9.1%
त	1	9.1%
ि	1	9.1%
प	1	9.1%
ट	1	9.1%
ठ	1	9.1%
ा	1	9.1%
न	1	9.1%
म	1	9.1%

Katakana

Value	Count	Frequency (%)
キ	2	11.1%
オ	2	11.1%
・	1	5.6%
セ	1	5.6%
ト	1	5.6%
シ	1	5.6%
イ	1	5.6%
ゲ	1	5.6%
ャ	1	5.6%
ロ	1	5.6%
Other values (6)	6	33.3%

Punctuation

Value	Count	Frequency (%)
’	1	50.0%
•	1	50.0%

track_name
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8420
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Memory size	705.0 KiB

Intro	9
You and I	7
Bones	5
Home	5
Gloria	5
Other values (8415)	8709

Length

Max length	131
Median length	84
Mean length	15.871053
Min length	1

Characters and Unicode

Total characters	138713
Distinct characters	622
Distinct categories	20 ?
Distinct scripts	13 ?
Distinct blocks	16 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8169 ?
Unique (%)	93.5%

Sample

1st row	So We Can Fuck
2nd row	0000 871 0003
3rd row	Substance (We Woke Up)
4th row	Guilty Conscience - Tame Impala Remix
5th row	Guilty Conscience - Tame Impala Remix Extended

Common Values

Value	Count	Frequency (%)
Intro	9	0.1%
You and I	7	0.1%
Bones	5	0.1%
Home	5	0.1%
Gloria	5	0.1%
Echoes	5	0.1%
Outside	4	< 0.1%
Dreams	4	< 0.1%
Change	4	< 0.1%
You	4	< 0.1%
Other values (8410)	8688	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	1070	4.1%
the	769	3.0%
you	320	1.2%
remix	299	1.2%
i	260	1.0%
feat	260	1.0%
in	251	1.0%
a	245	0.9%
to	234	0.9%
of	221	0.9%
Other values (7970)	21867	84.8%

Most occurring characters

Value	Count	Frequency (%)
	17056	12.3%
e	13274	9.6%
a	8073	5.8%
o	7749	5.6%
i	7638	5.5%
n	7183	5.2%
t	6271	4.5%
r	6150	4.4%
s	4983	3.6%
l	4519	3.3%
Other values (612)	55817	40.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	92263	66.5%
Uppercase Letter	23258	16.8%
Space Separator	17056	12.3%
Other Punctuation	1586	1.1%
Decimal Number	1409	1.0%
Dash Punctuation	988	0.7%
Close Punctuation	697	0.5%
Open Punctuation	697	0.5%
Other Letter	621	0.4%
Final Punctuation	59	< 0.1%
Other values (10)	79	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	34	5.5%
ل	23	3.7%
ي	14	2.3%
م	13	2.1%
ر	12	1.9%
ה	9	1.4%
一	8	1.3%
ו	8	1.3%
ن	7	1.1%
的	6	1.0%
Other values (356)	487	78.4%

Lowercase Letter

Value	Count	Frequency (%)
e	13274	14.4%
a	8073	8.7%
o	7749	8.4%
i	7638	8.3%
n	7183	7.8%
t	6271	6.8%
r	6150	6.7%
s	4983	5.4%
l	4519	4.9%
h	3371	3.7%
Other values (114)	23052	25.0%

Uppercase Letter

Value	Count	Frequency (%)
S	2059	8.9%
T	1867	8.0%
M	1585	6.8%
L	1340	5.8%
A	1315	5.7%
B	1306	5.6%
R	1269	5.5%
D	1268	5.5%
C	1119	4.8%
I	1115	4.8%
Other values (49)	9015	38.8%

Other Punctuation

Value	Count	Frequency (%)
.	510	32.2%
'	385	24.3%
,	301	19.0%
&	121	7.6%
/	94	5.9%
!	69	4.4%
?	52	3.3%
:	23	1.5%
"	18	1.1%
%	4	0.3%
Other values (5)	9	0.6%

Nonspacing Mark

Value	Count	Frequency (%)
े	3	13.0%
̈	3	13.0%
ु	3	13.0%
्	2	8.7%
้	2	8.7%
́	2	8.7%
̊	2	8.7%
̄	1	4.3%
̌	1	4.3%
̨	1	4.3%
Other values (3)	3	13.0%

Decimal Number

Value	Count	Frequency (%)
0	329	23.3%
2	292	20.7%
1	280	19.9%
9	118	8.4%
5	73	5.2%
3	71	5.0%
6	68	4.8%
7	66	4.7%
4	63	4.5%
8	49	3.5%

Math Symbol

Value	Count	Frequency (%)
+	4	44.4%
=	2	22.2%
↑	2	22.2%
\|	1	11.1%

Close Punctuation

Value	Count	Frequency (%)
)	681	97.7%
]	14	2.0%
》	2	0.3%

Open Punctuation

Value	Count	Frequency (%)
(	681	97.7%
[	14	2.0%
《	2	0.3%

Final Punctuation

Value	Count	Frequency (%)
’	54	91.5%
”	4	6.8%
»	1	1.7%

Currency Symbol

Value	Count	Frequency (%)
$	15	75.0%
€	4	20.0%
¢	1	5.0%

Initial Punctuation

Value	Count	Frequency (%)
“	4	66.7%
«	1	16.7%
‘	1	16.7%

Spacing Mark

Value	Count	Frequency (%)
ा	2	50.0%
ी	1	25.0%
ि	1	25.0%

Modifier Symbol

Value	Count	Frequency (%)
^	2	50.0%
`	1	25.0%
´	1	25.0%

Other Symbol

Value	Count	Frequency (%)
◯	1	33.3%
◑	1	33.3%
°	1	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	985	99.7%
–	3	0.3%

Modifier Letter

Value	Count	Frequency (%)
ー	1	50.0%
々	1	50.0%

Space Separator

Value	Count	Frequency (%)
	17056	100.0%

Format

Value	Count	Frequency (%)
	4	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	115203	83.1%
Common	22543	16.3%
Cyrillic	292	0.2%
Han	230	0.2%
Arabic	174	0.1%
Hangul	109	0.1%
Hebrew	62	< 0.1%
Devanagari	38	< 0.1%
Greek	28	< 0.1%
Thai	16	< 0.1%
Other values (3)	18	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
一	8	3.5%
的	6	2.6%
爱	3	1.3%
干	3	1.3%
你	3	1.3%
曲	3	1.3%
我	3	1.3%
回	2	0.9%
個	2	0.9%
人	2	0.9%
Other values (181)	195	84.8%

Latin

Value	Count	Frequency (%)
e	13274	11.5%
a	8073	7.0%
o	7749	6.7%
i	7638	6.6%
n	7183	6.2%
t	6271	5.4%
r	6150	5.3%
s	4983	4.3%
l	4519	3.9%
h	3371	2.9%
Other values (111)	45992	39.9%

Hangul

Value	Count	Frequency (%)
요	4	3.7%
버	3	2.8%
다	3	2.8%
급	2	1.8%
하	2	1.8%
해	2	1.8%
을	2	1.8%
도	2	1.8%
장	2	1.8%
치	2	1.8%
Other values (81)	85	78.0%

Common

Value	Count	Frequency (%)
	17056	75.7%
-	985	4.4%
)	681	3.0%
(	681	3.0%
.	510	2.3%
'	385	1.7%
0	329	1.5%
,	301	1.3%
2	292	1.3%
1	280	1.2%
Other values (46)	1043	4.6%

Cyrillic

Value	Count	Frequency (%)
а	31	10.6%
н	25	8.6%
е	24	8.2%
т	23	7.9%
о	22	7.5%
с	17	5.8%
р	15	5.1%
и	15	5.1%
л	14	4.8%
в	10	3.4%
Other values (35)	96	32.9%

Arabic

Value	Count	Frequency (%)
ا	34	19.5%
ل	23	13.2%
ي	14	8.0%
م	13	7.5%
ر	12	6.9%
ن	7	4.0%
و	6	3.4%
ء	6	3.4%
ب	6	3.4%
ح	5	2.9%
Other values (21)	48	27.6%

Devanagari

Value	Count	Frequency (%)
र	4	10.5%
े	3	7.9%
क	3	7.9%
ु	3	7.9%
न	3	7.9%
्	2	5.3%
प	2	5.3%
ा	2	5.3%
स	2	5.3%
ए	1	2.6%
Other values (13)	13	34.2%

Hebrew

Value	Count	Frequency (%)
ה	9	14.5%
ו	8	12.9%
ל	6	9.7%
י	6	9.7%
ש	5	8.1%
ח	4	6.5%
א	3	4.8%
ן	3	4.8%
ד	3	4.8%
ת	2	3.2%
Other values (9)	13	21.0%

Greek

Value	Count	Frequency (%)
ο	3	10.7%
α	3	10.7%
ι	3	10.7%
υ	2	7.1%
ρ	2	7.1%
ε	2	7.1%
π	2	7.1%
ά	1	3.6%
γ	1	3.6%
λ	1	3.6%
Other values (8)	8	28.6%

Thai

Value	Count	Frequency (%)
น	2	12.5%
้	2	12.5%
อ	2	12.5%
แ	1	6.2%
ก	1	6.2%
บ	1	6.2%
ห	1	6.2%
ใ	1	6.2%
ง	1	6.2%
ท	1	6.2%
Other values (3)	3	18.8%

Inherited

Value	Count	Frequency (%)
̈	3	27.3%
́	2	18.2%
̊	2	18.2%
̄	1	9.1%
̌	1	9.1%
̨	1	9.1%
̇	1	9.1%

Katakana

Value	Count	Frequency (%)
ド	1	16.7%
ワ	1	16.7%
ザ	1	16.7%
ト	1	16.7%
ジ	1	16.7%
ア	1	16.7%

Hiragana

Value	Count	Frequency (%)
と	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137263	99.0%
None	431	0.3%
Cyrillic	292	0.2%
CJK	229	0.2%
Arabic	174	0.1%
Hangul	109	0.1%
Punctuation	71	0.1%
Hebrew	62	< 0.1%
Devanagari	38	< 0.1%
Thai	16	< 0.1%
Other values (6)	28	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	17056	12.4%
e	13274	9.7%
a	8073	5.9%
o	7749	5.6%
i	7638	5.6%
n	7183	5.2%
t	6271	4.6%
r	6150	4.5%
s	4983	3.6%
l	4519	3.3%
Other values (77)	54367	39.6%

Punctuation

Value	Count	Frequency (%)
’	54	76.1%
	4	5.6%
”	4	5.6%
“	4	5.6%
–	3	4.2%
…	1	1.4%
‘	1	1.4%

None

Value	Count	Frequency (%)
ü	50	11.6%
ä	47	10.9%
é	47	10.9%
ö	21	4.9%
í	19	4.4%
ı	17	3.9%
å	16	3.7%
ç	12	2.8%
Ü	10	2.3%
ó	10	2.3%
Other values (86)	182	42.2%

Arabic

Value	Count	Frequency (%)
ا	34	19.5%
ل	23	13.2%
ي	14	8.0%
م	13	7.5%
ر	12	6.9%
ن	7	4.0%
و	6	3.4%
ء	6	3.4%
ب	6	3.4%
ح	5	2.9%
Other values (21)	48	27.6%

Cyrillic

Value	Count	Frequency (%)
а	31	10.6%
н	25	8.6%
е	24	8.2%
т	23	7.9%
о	22	7.5%
с	17	5.8%
р	15	5.1%
и	15	5.1%
л	14	4.8%
в	10	3.4%
Other values (35)	96	32.9%

Hebrew

Value	Count	Frequency (%)
ה	9	14.5%
ו	8	12.9%
ל	6	9.7%
י	6	9.7%
ש	5	8.1%
ח	4	6.5%
א	3	4.8%
ן	3	4.8%
ד	3	4.8%
ת	2	3.2%
Other values (9)	13	21.0%

CJK

Value	Count	Frequency (%)
一	8	3.5%
的	6	2.6%
爱	3	1.3%
干	3	1.3%
你	3	1.3%
曲	3	1.3%
我	3	1.3%
回	2	0.9%
個	2	0.9%
人	2	0.9%
Other values (180)	194	84.7%

Currency Symbols

Value	Count	Frequency (%)
€	4	100.0%

Devanagari

Value	Count	Frequency (%)
र	4	10.5%
े	3	7.9%
क	3	7.9%
ु	3	7.9%
न	3	7.9%
्	2	5.3%
प	2	5.3%
ा	2	5.3%
स	2	5.3%
ए	1	2.6%
Other values (13)	13	34.2%

Hangul

Value	Count	Frequency (%)
요	4	3.7%
버	3	2.8%
다	3	2.8%
급	2	1.8%
하	2	1.8%
해	2	1.8%
을	2	1.8%
도	2	1.8%
장	2	1.8%
치	2	1.8%
Other values (81)	85	78.0%

Diacriticals

Value	Count	Frequency (%)
̈	3	27.3%
́	2	18.2%
̊	2	18.2%
̄	1	9.1%
̌	1	9.1%
̨	1	9.1%
̇	1	9.1%

Thai

Value	Count	Frequency (%)
น	2	12.5%
้	2	12.5%
อ	2	12.5%
แ	1	6.2%
ก	1	6.2%
บ	1	6.2%
ห	1	6.2%
ใ	1	6.2%
ง	1	6.2%
ท	1	6.2%
Other values (3)	3	18.8%

Arrows

Value	Count	Frequency (%)
↑	2	100.0%

Katakana

Value	Count	Frequency (%)
ー	1	12.5%
ド	1	12.5%
ワ	1	12.5%
・	1	12.5%
ザ	1	12.5%
ト	1	12.5%
ジ	1	12.5%
ア	1	12.5%

Geometric Shapes

Value	Count	Frequency (%)
◯	1	50.0%
◑	1	50.0%

Hiragana

Value	Count	Frequency (%)
と	1	100.0%

plays
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.8 KiB

True	8440
False	300

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	8440	96.6%
False	300	3.4%

hash
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8737
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1
12b4a008b377429b7bb86e1fd98d740b7f40f2c3aea7e5f261315180c9205aa5	1
c98b40e2b7cc30c1a38fe426e461a343c47bc18650d30734932ada93bb9b4219	1
d33f1a814879dc4b2cb79d8a11cdae67bcefa65b3102e4be1db7adee9cd0e667	1
Other values (8732)	8732

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	559360
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8736 ?
Unique (%)	> 99.9%

Sample

1st row	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717
2nd row	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694
3rd row	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3
4th row	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560
5th row	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4

Common Values

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1	< 0.1%
12b4a008b377429b7bb86e1fd98d740b7f40f2c3aea7e5f261315180c9205aa5	1	< 0.1%
c98b40e2b7cc30c1a38fe426e461a343c47bc18650d30734932ada93bb9b4219	1	< 0.1%
d33f1a814879dc4b2cb79d8a11cdae67bcefa65b3102e4be1db7adee9cd0e667	1	< 0.1%
93bec58465fb2885a807f83ded2789c965ffeff20d0b493d64b796bffb7ea65c	1	< 0.1%
69ec705935becbd3f8f351005fba740c37fac76f2143bacbe965d25770512717	1	< 0.1%
bafd917c861839e4d430a9453dc52d053a482e1e2b773cefd4fbb0c2cc3dcf4b	1	< 0.1%
f8e84ed5ff8cbaaaaa63b2145b553547ee92ca0424250b81fe82f4940a9786b5	1	< 0.1%
05467790cdb77fda2459018283ab271ae1fe16ab87b7038c77928caef806a553	1	< 0.1%
Other values (8727)	8727	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
118e08bd62d0adc42bb4ca154793d8f464f408b3c20e581606ea2c8862d8eff8	1	< 0.1%
72978a16871bc08ad3d64b24fd6eca05c8d50a08bd8cd7978ac238e1289134eb	1	< 0.1%
352e3c20633bbb0fb9932f683092f9470cb3bb0b4a9962ef6b022702e609efaa	1	< 0.1%
4fc625da9ae169ec64d1c0f922d6d1ac8fa660b06408b0e868960cf2ef16a279	1	< 0.1%
94f029a0618f5ecf11ee990cb8aa96e33f661dc338dc3133e8923007bd9bd104	1	< 0.1%
c1e86348af4afbe52e38485e25197ba3b262717e038656f413771f97f0a68e19	1	< 0.1%
4c77ed4fabdd9a9967078bd46a7abc6b6cf72a632245c58ddab554961b5f2d98	1	< 0.1%
cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	1	< 0.1%
a35fcb9b76c46fb421ceb6a1a48e20af460b3bb6cf43627b262333e354409984	1	< 0.1%
Other values (8727)	8727	99.9%

Most occurring characters

Value	Count	Frequency (%)
7	35274	6.3%
b	35149	6.3%
2	35093	6.3%
f	35051	6.3%
5	35030	6.3%
c	35019	6.3%
3	35008	6.3%
1	34984	6.3%
8	34982	6.3%
4	34921	6.2%
Other values (6)	208849	37.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	349574	62.5%
Lowercase Letter	209786	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	35274	10.1%
2	35093	10.0%
5	35030	10.0%
3	35008	10.0%
1	34984	10.0%
8	34982	10.0%
4	34921	10.0%
9	34800	10.0%
0	34750	9.9%
6	34732	9.9%

Lowercase Letter

Value	Count	Frequency (%)
b	35149	16.8%
f	35051	16.7%
c	35019	16.7%
e	34908	16.6%
a	34890	16.6%
d	34769	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	349574	62.5%
Latin	209786	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
7	35274	10.1%
2	35093	10.0%
5	35030	10.0%
3	35008	10.0%
1	34984	10.0%
8	34982	10.0%
4	34921	10.0%
9	34800	10.0%
0	34750	9.9%
6	34732	9.9%

Latin

Value	Count	Frequency (%)
b	35149	16.8%
f	35051	16.7%
c	35019	16.7%
e	34908	16.6%
a	34890	16.6%
d	34769	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	559360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	35274	6.3%
b	35149	6.3%
2	35093	6.3%
f	35051	6.3%
5	35030	6.3%
c	35019	6.3%
3	35008	6.3%
1	34984	6.3%
8	34982	6.3%
4	34921	6.2%
Other values (6)	208849	37.3%

danceability
Real number (ℝ)

Distinct	898
Distinct (%)	10.3%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.56833128

Minimum	0
Maximum	0.984
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.229
Q1	0.458
median	0.587
Q3	0.697
95-th percentile	0.826
Maximum	0.984
Range	0.984
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.17668212
Coefficient of variation (CV)	0.31087875
Kurtosis	-0.11141122
Mean	0.56833128
Median Absolute Deviation (MAD)	0.118
Skewness	-0.46683558
Sum	4965.5104
Variance	0.03121657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.633	37	0.4%
0.625	30	0.3%
0.545	29	0.3%
0.641	29	0.3%
0.705	29	0.3%
0.623	28	0.3%
0.647	28	0.3%
0.646	28	0.3%
0.534	28	0.3%
0.675	27	0.3%
Other values (888)	8444	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0565	2	< 0.1%
0.0611	1	< 0.1%
0.0612	1	< 0.1%
0.0616	1	< 0.1%
0.0627	1	< 0.1%
0.0634	1	< 0.1%
0.0639	1	< 0.1%
0.0645	1	< 0.1%
0.0646	1	< 0.1%

Value	Count	Frequency (%)
0.984	2	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.979	1	< 0.1%
0.978	1	< 0.1%
0.975	1	< 0.1%
0.972	1	< 0.1%
0.969	1	< 0.1%
0.967	2	< 0.1%
0.966	3	< 0.1%

energy
Real number (ℝ)

Distinct	1153
Distinct (%)	13.2%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.62674201

Minimum	0.000431
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0.000431
5-th percentile	0.1768
Q1	0.486
median	0.66
Q3	0.808
95-th percentile	0.939
Maximum	1
Range	0.999569
Interquartile range (IQR)	0.322

Descriptive statistics

Standard deviation	0.23014255
Coefficient of variation (CV)	0.3672046
Kurtosis	-0.0380633
Mean	0.62674201
Median Absolute Deviation (MAD)	0.159
Skewness	-0.68742071
Sum	5475.845
Variance	0.052965595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.859	26	0.3%
0.781	24	0.3%
0.792	24	0.3%
0.759	23	0.3%
0.724	23	0.3%
0.576	23	0.3%
0.596	22	0.3%
0.659	22	0.3%
0.84	22	0.3%
0.714	21	0.2%
Other values (1143)	8507	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000431	1	< 0.1%
0.000603	1	< 0.1%
0.00105	1	< 0.1%
0.00134	1	< 0.1%
0.00142	1	< 0.1%
0.00151	1	< 0.1%
0.00155	1	< 0.1%
0.00166	1	< 0.1%
0.00172	1	< 0.1%
0.0019	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.999	1	< 0.1%
0.998	5	0.1%
0.997	2	< 0.1%
0.996	3	< 0.1%
0.995	5	0.1%
0.994	6	0.1%
0.993	5	0.1%
0.992	2	< 0.1%
0.991	4	< 0.1%

key
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.2871695

Minimum	0
Maximum	11
Zeros	1033
Zeros (%)	11.8%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5887889
Coefficient of variation (CV)	0.6787732
Kurtosis	-1.2951623
Mean	5.2871695
Median Absolute Deviation (MAD)	3
Skewness	0.0082237099
Sum	46194
Variance	12.879406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1033	11.8%
7	999	11.4%
2	946	10.8%
9	940	10.8%
1	807	9.2%
11	750	8.6%
4	698	8.0%
5	688	7.9%
6	580	6.6%
10	521	6.0%
Other values (2)	775	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1033	11.8%
1	807	9.2%
2	946	10.8%
3	266	3.0%
4	698	8.0%
5	688	7.9%
6	580	6.6%
7	999	11.4%
8	509	5.8%
9	940	10.8%

Value	Count	Frequency (%)
11	750	8.6%
10	521	6.0%
9	940	10.8%
8	509	5.8%
7	999	11.4%
6	580	6.6%
5	688	7.9%
4	698	8.0%
3	266	3.0%
2	946	10.8%

loudness
Real number (ℝ)

Distinct	6123
Distinct (%)	70.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-8.9690396

Minimum	-46.847
Maximum	2.358
Zeros	0
Zeros (%)	0.0%
Negative	8734
Negative (%)	99.9%
Memory size	136.6 KiB

Quantile statistics

Minimum	-46.847
5-th percentile	-18.347
Q1	-10.203
median	-7.702
Q3	-5.905
95-th percentile	-3.8216
Maximum	2.358
Range	49.205
Interquartile range (IQR)	4.298

Descriptive statistics

Standard deviation	5.397237
Coefficient of variation (CV)	-0.6017631
Kurtosis	9.5760277
Mean	-8.9690396
Median Absolute Deviation (MAD)	2.066
Skewness	-2.7107999
Sum	-78362.499
Variance	29.130168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9.043	7	0.1%
-7.081	6	0.1%
-5.897	5	0.1%
-6.34	5	0.1%
-9.095	5	0.1%
-6.466	5	0.1%
-6.076	5	0.1%
-8.055	5	0.1%
-7.441	5	0.1%
-6.474	5	0.1%
Other values (6113)	8684	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-46.847	1	< 0.1%
-42.291	1	< 0.1%
-42.013	1	< 0.1%
-41.748	1	< 0.1%
-39.904	1	< 0.1%
-39.69	1	< 0.1%
-39.154	1	< 0.1%
-38.656	1	< 0.1%
-38.605	1	< 0.1%
-38.523	1	< 0.1%

Value	Count	Frequency (%)
2.358	1	< 0.1%
2.357	1	< 0.1%
1.342	1	< 0.1%
-0.578	1	< 0.1%
-0.657	1	< 0.1%
-0.737	1	< 0.1%
-0.738	1	< 0.1%
-0.74	1	< 0.1%
-0.91	1	< 0.1%
-1.269	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Memory size	580.3 KiB

1.0	5341
0.0	3396

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	26211
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	5341	61.1%
0.0	3396	38.9%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	5341	61.1%
0.0	3396	38.9%

Most occurring characters

Value	Count	Frequency (%)
0	12133	46.3%
.	8737	33.3%
1	5341	20.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17474	66.7%
Other Punctuation	8737	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12133	69.4%
1	5341	30.6%

Other Punctuation

Value	Count	Frequency (%)
.	8737	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26211	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12133	46.3%
.	8737	33.3%
1	5341	20.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26211	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12133	46.3%
.	8737	33.3%
1	5341	20.4%

speechiness
Real number (ℝ)

Distinct	1148
Distinct (%)	13.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.078851684

Minimum	0
Maximum	0.67650954
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.027323296
Q1	0.033724869
median	0.043059489
Q3	0.071483102
95-th percentile	0.27383667
Maximum	0.67650954
Range	0.67650954
Interquartile range (IQR)	0.037758232

Descriptive statistics

Standard deviation	0.1014294
Coefficient of variation (CV)	1.2863315
Kurtosis	17.278956
Mean	0.078851684
Median Absolute Deviation (MAD)	0.012239347
Skewness	3.8689485
Sum	688.92717
Variance	0.010287924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03178932249	40	0.5%
0.0339182182	40	0.5%
0.02907324749	37	0.4%
0.03159556159	35	0.4%
0.03130484983	35	0.4%
0.02926749768	35	0.4%
0.03014115691	35	0.4%
0.03584965289	34	0.4%
0.02936460863	34	0.4%
0.0283930745	33	0.4%
Other values (1138)	8379	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.02185933435	1	< 0.1%
0.02225060893	1	< 0.1%
0.02234840366	1	< 0.1%
0.02254396443	1	< 0.1%
0.02273948697	2	< 0.1%
0.0228372339	1	< 0.1%
0.0233258253	1	< 0.1%
0.02342351494	1	< 0.1%
0.02352119504	1	< 0.1%

Value	Count	Frequency (%)
0.6765095394	3	< 0.1%
0.6760010217	6	0.1%
0.6754922453	3	< 0.1%
0.6749832099	6	0.1%
0.6744739153	6	0.1%
0.6739643611	8	0.1%
0.6734545472	6	0.1%
0.6729444732	6	0.1%
0.672434139	6	0.1%
0.6719235441	4	< 0.1%

acousticness
Real number (ℝ)

Distinct	2853
Distinct (%)	32.7%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.2104478

Minimum	1.1999993 × 10^-6
Maximum	0.69114518
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	1.1999993 × 10^-6
5-th percentile	0.00034993876
Q1	0.016266972
median	0.11689375
Q3	0.37569295
95-th percentile	0.65347034
Maximum	0.69114518
Range	0.69114398
Interquartile range (IQR)	0.35942598

Descriptive statistics

Standard deviation	0.22247432
Coefficient of variation (CV)	1.0571473
Kurtosis	-0.735469
Mean	0.2104478
Median Absolute Deviation (MAD)	0.11406775
Skewness	0.81557972
Sum	1838.6824
Variance	0.049494824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1414995623	17	0.2%
0.1552928844	17	0.2%
0.1213322852	17	0.2%
0.1034587084	16	0.2%
0.1663615372	16	0.2%
0.1133286853	15	0.2%
0.1168937515	15	0.2%
0.01232374969	15	0.2%
0.1292723357	15	0.2%
0.6896410412	14	0.2%
Other values (2843)	8580	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.19999928 × 10^-6	1	< 0.1%
1.279999181 × 10^-6	1	< 0.1%
1.299999155 × 10^-6	1	< 0.1%
1.559998783 × 10^-6	1	< 0.1%
1.769998434 × 10^-6	1	< 0.1%
2.379997168 × 10^-6	1	< 0.1%
2.729996274 × 10^-6	1	< 0.1%
2.829995996 × 10^-6	1	< 0.1%
2.98999553 × 10^-6	1	< 0.1%
3.209994848 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.6911451779	6	0.1%
0.6906440503	8	0.1%
0.6901426715	12	0.1%
0.6896410412	14	0.2%
0.6891391592	14	0.2%
0.6886370251	5	0.1%
0.6881346387	8	0.1%
0.6876319999	10	0.1%
0.6871291082	14	0.2%
0.6866259636	10	0.1%

instrumentalness
Real number (ℝ)

Distinct	3203
Distinct (%)	36.7%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.19660258

Minimum	0
Maximum	0.69264706
Zeros	1200
Zeros (%)	13.7%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.9197606 × 10^-5
median	0.021272135
Q3	0.45234869
95-th percentile	0.64553133
Maximum	0.69264706
Range	0.69264706
Interquartile range (IQR)	0.4522795

Descriptive statistics

Standard deviation	0.25247085
Coefficient of variation (CV)	1.2841686
Kurtosis	-1.0644889
Mean	0.19660258
Median Absolute Deviation (MAD)	0.021272135
Skewness	0.81798245
Sum	1717.7167
Variance	0.06374153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1200	13.7%
0.6450068052	18	0.2%
0.6502396795	17	0.2%
0.6243328646	16	0.2%
0.6323350412	15	0.2%
0.6264730473	15	0.2%
0.6544063522	15	0.2%
0.6392188385	15	0.2%
0.6481498146	14	0.2%
0.6232610531	14	0.2%
Other values (3193)	7398	84.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1200	13.7%
9.999995 × 10^-7	2	< 0.1%
1.00999949 × 10^-6	1	< 0.1%
1.02999947 × 10^-6	3	< 0.1%
1.039999459 × 10^-6	1	< 0.1%
1.049999449 × 10^-6	1	< 0.1%
1.059999438 × 10^-6	1	< 0.1%
1.069999428 × 10^-6	5	0.1%
1.079999417 × 10^-6	1	< 0.1%
1.089999406 × 10^-6	2	< 0.1%

Value	Count	Frequency (%)
0.6926470555	1	< 0.1%
0.6906440503	3	< 0.1%
0.6901426715	1	< 0.1%
0.6896410412	1	< 0.1%
0.6886370251	2	< 0.1%
0.6876319999	1	< 0.1%
0.6861225656	1	< 0.1%
0.6846108495	1	< 0.1%
0.6841064359	2	< 0.1%
0.6836017677	1	< 0.1%

liveness
Real number (ℝ)

Distinct	1256
Distinct (%)	14.4%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.16670213

Minimum	0.020586634
Maximum	0.68712911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0.020586634
5-th percentile	0.061941402
Q1	0.092943746
median	0.11689375
Q3	0.20945022
95-th percentile	0.42853038
Maximum	0.68712911
Range	0.66654247
Interquartile range (IQR)	0.11650648

Descriptive statistics

Standard deviation	0.11737167
Coefficient of variation (CV)	0.70408018
Kurtosis	3.3707645
Mean	0.16670213
Median Absolute Deviation (MAD)	0.035866913
Skewness	1.8279782
Sum	1456.4765
Variance	0.013776108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1052605107	123	1.4%
0.1034587084	113	1.3%
0.1043600153	112	1.3%
0.09984533497	108	1.2%
0.09712671073	104	1.2%
0.1016536537	102	1.2%
0.1025565883	102	1.2%
0.1007499031	101	1.2%
0.09803374027	96	1.1%
0.09621885774	94	1.1%
Other values (1246)	7682	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02058663361	1	< 0.1%
0.02127213528	1	< 0.1%
0.02146790662	1	< 0.1%
0.02166363964	1	< 0.1%
0.0242046887	1	< 0.1%
0.02439988682	1	< 0.1%
0.02596010167	1	< 0.1%
0.02644717001	1	< 0.1%
0.02673929719	1	< 0.1%
0.02761516703	1	< 0.1%

Value	Count	Frequency (%)
0.6871291082	1	< 0.1%
0.6866259636	1	< 0.1%
0.6856189141	1	< 0.1%
0.6846108495	1	< 0.1%
0.6836017677	1	< 0.1%
0.6820862332	1	< 0.1%
0.6810745993	1	< 0.1%
0.679555227	1	< 0.1%
0.6790482562	1	< 0.1%
0.6785410282	2	< 0.1%

valence
Real number (ℝ)

Distinct	1257
Distinct (%)	14.4%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.47822773

Minimum	0
Maximum	0.982
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07266
Q1	0.279
median	0.477
Q3	0.677
95-th percentile	0.903
Maximum	0.982
Range	0.982
Interquartile range (IQR)	0.398

Descriptive statistics

Standard deviation	0.2536176
Coefficient of variation (CV)	0.53032808
Kurtosis	-0.96629524
Mean	0.47822773
Median Absolute Deviation (MAD)	0.199
Skewness	0.075683072
Sum	4178.2757
Variance	0.064321885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.424	22	0.3%
0.963	22	0.3%
0.961	21	0.2%
0.389	20	0.2%
0.611	19	0.2%
0.527	19	0.2%
0.67	18	0.2%
0.497	18	0.2%
0.414	18	0.2%
0.529	18	0.2%
Other values (1247)	8542	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.006	1	< 0.1%
0.0147	1	< 0.1%
0.0166	1	< 0.1%
0.0274	1	< 0.1%
0.0283	1	< 0.1%
0.0291	1	< 0.1%
0.0298	1	< 0.1%
0.03	1	< 0.1%
0.0303	1	< 0.1%

Value	Count	Frequency (%)
0.982	1	< 0.1%
0.981	1	< 0.1%
0.98	1	< 0.1%
0.979	2	< 0.1%
0.978	2	< 0.1%
0.977	2	< 0.1%
0.976	3	< 0.1%
0.975	3	< 0.1%
0.974	5	0.1%
0.973	3	< 0.1%

tempo
Real number (ℝ)

Distinct	7523
Distinct (%)	86.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	120.90561

Minimum	0
Maximum	219.921
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	77.1548
Q1	100.01
median	120.002
Q3	138.192
95-th percentile	172.6386
Maximum	219.921
Range	219.921
Interquartile range (IQR)	38.182

Descriptive statistics

Standard deviation	28.471434
Coefficient of variation (CV)	0.2354848
Kurtosis	-0.20975716
Mean	120.90561
Median Absolute Deviation (MAD)	19.839
Skewness	0.32836783
Sum	1056352.4
Variance	810.62257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.006	9	0.1%
120.002	7	0.1%
109.992	6	0.1%
127.991	6	0.1%
120.044	6	0.1%
120.007	6	0.1%
124.013	5	0.1%
119.981	5	0.1%
120	5	0.1%
119.976	5	0.1%
Other values (7513)	8677	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
35.862	1	< 0.1%
42.749	1	< 0.1%
44.499	1	< 0.1%
45.01	1	< 0.1%
47.15	1	< 0.1%
49.251	1	< 0.1%
50.685	1	< 0.1%
50.786	1	< 0.1%
54.084	1	< 0.1%

Value	Count	Frequency (%)
219.921	1	< 0.1%
216.087	1	< 0.1%
216.053	1	< 0.1%
210.164	1	< 0.1%
210.028	1	< 0.1%
206.867	1	< 0.1%
206.733	1	< 0.1%
206.488	1	< 0.1%
206.247	1	< 0.1%
206.195	1	< 0.1%

type
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	597.5 KiB

track	8740

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	43700
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	track
2nd row	track
3rd row	track
4th row	track
5th row	track

Common Values

Value	Count	Frequency (%)
track	8740	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
track	8740	100.0%

Most occurring characters

Value	Count	Frequency (%)
t	8740	20.0%
r	8740	20.0%
a	8740	20.0%
c	8740	20.0%
k	8740	20.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	43700	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	8740	20.0%
r	8740	20.0%
a	8740	20.0%
c	8740	20.0%
k	8740	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43700	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	8740	20.0%
r	8740	20.0%
a	8740	20.0%
c	8740	20.0%
k	8740	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43700	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	8740	20.0%
r	8740	20.0%
a	8740	20.0%
c	8740	20.0%
k	8740	20.0%

id
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8624
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	742.4 KiB

35tzxthMBglBMjmZ7Fn1hj	4
50fkJxrv0ZLTt9EHZGBOP7	3
2a1iMaoWQ5MnvLFBDv4qkf	3
7CBfP01G2qOB9GFWAN7ocL	2
5hChuUMe5iHfjkXgzj1D4b	2
Other values (8619)	8723

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	192214
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8515 ?
Unique (%)	97.5%

Sample

1st row	4knd2gQyr2DTRLfJDHcyMS
2nd row	7ns3vcnzAxjCZVYwlwazah
3rd row	2S8gTIectkC846PHdsAshC
4th row	5i5fCpsnqDJ9AfeObgd0gW
5th row	7qDUOLnOLYKTwzvCJDnYRf

Common Values

Value	Count	Frequency (%)
35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
7CBfP01G2qOB9GFWAN7ocL	2	< 0.1%
5hChuUMe5iHfjkXgzj1D4b	2	< 0.1%
4JSo7H334HZiZtDIUcMpv8	2	< 0.1%
7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
4OUmlC67FoPLvQNuE5C7kF	2	< 0.1%
0GDz2tPdh6FbxJxM75SQB4	2	< 0.1%
4I5wK1FPimEXQb2zID7Duy	2	< 0.1%
Other values (8614)	8713	99.7%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
35tzxthmbglbmjmz7fn1hj	4	< 0.1%
2a1imaowq5mnvlfbdv4qkf	3	< 0.1%
50fkjxrv0zltt9ehzgbop7	3	< 0.1%
5ljbzsaujvtuyvwjkthzii	2	< 0.1%
486qgevvkfhkwdpv9zmn5i	2	< 0.1%
0klzuinhomnqko1jvtmgce	2	< 0.1%
5uu1uuyauiboiiusqg7wl3	2	< 0.1%
4686eq81deswha90bcdlc9	2	< 0.1%
08mxslupaeus9xfblx0add	2	< 0.1%
3qysxz7h7nisi8wausdcbr	2	< 0.1%
Other values (8614)	8713	99.7%

Most occurring characters

Value	Count	Frequency (%)
3	4203	2.2%
1	4175	2.2%
4	4117	2.1%
0	4083	2.1%
2	4076	2.1%
6	4065	2.1%
5	3996	2.1%
7	3905	2.0%
p	3052	1.6%
L	3046	1.6%
Other values (52)	153496	79.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77174	40.2%
Uppercase Letter	76526	39.8%
Decimal Number	38514	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	3052	4.0%
i	3034	3.9%
c	3020	3.9%
y	3019	3.9%
b	3016	3.9%
z	3014	3.9%
t	3007	3.9%
x	2997	3.9%
j	2992	3.9%
s	2986	3.9%
Other values (16)	47037	60.9%

Uppercase Letter

Value	Count	Frequency (%)
L	3046	4.0%
F	3031	4.0%
P	3030	4.0%
U	2992	3.9%
Z	2987	3.9%
D	2976	3.9%
Y	2974	3.9%
H	2974	3.9%
B	2969	3.9%
M	2963	3.9%
Other values (16)	46584	60.9%

Decimal Number

Value	Count	Frequency (%)
3	4203	10.9%
1	4175	10.8%
4	4117	10.7%
0	4083	10.6%
2	4076	10.6%
6	4065	10.6%
5	3996	10.4%
7	3905	10.1%
9	3013	7.8%
8	2881	7.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	153700	80.0%
Common	38514	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	3052	2.0%
L	3046	2.0%
i	3034	2.0%
F	3031	2.0%
P	3030	2.0%
c	3020	2.0%
y	3019	2.0%
b	3016	2.0%
z	3014	2.0%
t	3007	2.0%
Other values (42)	123431	80.3%

Common

Value	Count	Frequency (%)
3	4203	10.9%
1	4175	10.8%
4	4117	10.7%
0	4083	10.6%
2	4076	10.6%
6	4065	10.6%
5	3996	10.4%
7	3905	10.1%
9	3013	7.8%
8	2881	7.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	192214	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	4203	2.2%
1	4175	2.2%
4	4117	2.1%
0	4083	2.1%
2	4076	2.1%
6	4065	2.1%
5	3996	2.1%
7	3905	2.0%
p	3052	1.6%
L	3046	1.6%
Other values (52)	153496	79.9%

uri
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8624
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	861.9 KiB

spotify:track:35tzxthMBglBMjmZ7Fn1hj	4
spotify:track:50fkJxrv0ZLTt9EHZGBOP7	3
spotify:track:2a1iMaoWQ5MnvLFBDv4qkf	3
spotify:track:7CBfP01G2qOB9GFWAN7ocL	2
spotify:track:5hChuUMe5iHfjkXgzj1D4b	2
Other values (8619)	8723

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	314532
Distinct characters	63
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8515 ?
Unique (%)	97.5%

Sample

1st row	spotify:track:4knd2gQyr2DTRLfJDHcyMS
2nd row	spotify:track:7ns3vcnzAxjCZVYwlwazah
3rd row	spotify:track:2S8gTIectkC846PHdsAshC
4th row	spotify:track:5i5fCpsnqDJ9AfeObgd0gW
5th row	spotify:track:7qDUOLnOLYKTwzvCJDnYRf

Common Values

Value	Count	Frequency (%)
spotify:track:35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
spotify:track:50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
spotify:track:2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
spotify:track:7CBfP01G2qOB9GFWAN7ocL	2	< 0.1%
spotify:track:5hChuUMe5iHfjkXgzj1D4b	2	< 0.1%
spotify:track:4JSo7H334HZiZtDIUcMpv8	2	< 0.1%
spotify:track:7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
spotify:track:4OUmlC67FoPLvQNuE5C7kF	2	< 0.1%
spotify:track:0GDz2tPdh6FbxJxM75SQB4	2	< 0.1%
spotify:track:4I5wK1FPimEXQb2zID7Duy	2	< 0.1%
Other values (8614)	8713	99.7%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
spotify:track:35tzxthmbglbmjmz7fn1hj	4	< 0.1%
spotify:track:2a1imaowq5mnvlfbdv4qkf	3	< 0.1%
spotify:track:50fkjxrv0zltt9ehzgbop7	3	< 0.1%
spotify:track:5ljbzsaujvtuyvwjkthzii	2	< 0.1%
spotify:track:486qgevvkfhkwdpv9zmn5i	2	< 0.1%
spotify:track:0klzuinhomnqko1jvtmgce	2	< 0.1%
spotify:track:5uu1uuyauiboiiusqg7wl3	2	< 0.1%
spotify:track:4686eq81deswha90bcdlc9	2	< 0.1%
spotify:track:08mxslupaeus9xfblx0add	2	< 0.1%
spotify:track:3qysxz7h7nisi8wausdcbr	2	< 0.1%
Other values (8614)	8713	99.7%

Most occurring characters

Value	Count	Frequency (%)
t	20481	6.5%
:	17474	5.6%
p	11789	3.7%
i	11771	3.7%
c	11757	3.7%
y	11756	3.7%
s	11723	3.7%
f	11712	3.7%
k	11693	3.7%
o	11688	3.7%
Other values (53)	182688	58.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	182018	57.9%
Uppercase Letter	76526	24.3%
Decimal Number	38514	12.2%
Other Punctuation	17474	5.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	20481	11.3%
p	11789	6.5%
i	11771	6.5%
c	11757	6.5%
y	11756	6.5%
s	11723	6.4%
f	11712	6.4%
k	11693	6.4%
o	11688	6.4%
a	11675	6.4%
Other values (16)	55973	30.8%

Uppercase Letter

Value	Count	Frequency (%)
L	3046	4.0%
F	3031	4.0%
P	3030	4.0%
U	2992	3.9%
Z	2987	3.9%
D	2976	3.9%
H	2974	3.9%
Y	2974	3.9%
B	2969	3.9%
M	2963	3.9%
Other values (16)	46584	60.9%

Decimal Number

Value	Count	Frequency (%)
3	4203	10.9%
1	4175	10.8%
4	4117	10.7%
0	4083	10.6%
2	4076	10.6%
6	4065	10.6%
5	3996	10.4%
7	3905	10.1%
9	3013	7.8%
8	2881	7.5%

Other Punctuation

Value	Count	Frequency (%)
:	17474	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	258544	82.2%
Common	55988	17.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	20481	7.9%
p	11789	4.6%
i	11771	4.6%
c	11757	4.5%
y	11756	4.5%
s	11723	4.5%
f	11712	4.5%
k	11693	4.5%
o	11688	4.5%
a	11675	4.5%
Other values (42)	132499	51.2%

Common

Value	Count	Frequency (%)
:	17474	31.2%
3	4203	7.5%
1	4175	7.5%
4	4117	7.4%
0	4083	7.3%
2	4076	7.3%
6	4065	7.3%
5	3996	7.1%
7	3905	7.0%
9	3013	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314532	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	20481	6.5%
:	17474	5.6%
p	11789	3.7%
i	11771	3.7%
c	11757	3.7%
y	11756	3.7%
s	11723	3.7%
f	11712	3.7%
k	11693	3.7%
o	11688	3.7%
Other values (53)	182688	58.1%

track_href
URL

Distinct	8624
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	1.0 MiB

https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	4
https://api.spotify.com/v1/tracks/50fkJxrv0ZLTt9EHZGBOP7	3
https://api.spotify.com/v1/tracks/2a1iMaoWQ5MnvLFBDv4qkf	3
https://api.spotify.com/v1/tracks/7CBfP01G2qOB9GFWAN7ocL	2
https://api.spotify.com/v1/tracks/5hChuUMe5iHfjkXgzj1D4b	2
Other values (8619)	8723
(Missing)	3

Value	Count	Frequency (%)
https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
https://api.spotify.com/v1/tracks/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
https://api.spotify.com/v1/tracks/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
https://api.spotify.com/v1/tracks/7CBfP01G2qOB9GFWAN7ocL	2	< 0.1%
https://api.spotify.com/v1/tracks/5hChuUMe5iHfjkXgzj1D4b	2	< 0.1%
https://api.spotify.com/v1/tracks/4JSo7H334HZiZtDIUcMpv8	2	< 0.1%
https://api.spotify.com/v1/tracks/7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
https://api.spotify.com/v1/tracks/4OUmlC67FoPLvQNuE5C7kF	2	< 0.1%
https://api.spotify.com/v1/tracks/0GDz2tPdh6FbxJxM75SQB4	2	< 0.1%
https://api.spotify.com/v1/tracks/4I5wK1FPimEXQb2zID7Duy	2	< 0.1%
Other values (8614)	8713	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
https	8737	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
api.spotify.com	8737	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
/v1/tracks/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
/v1/tracks/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
/v1/tracks/1AffwMT4CUYidGHAFiW4vm	2	< 0.1%
/v1/tracks/2Foc5Q5nqNiosCNqttzHof	2	< 0.1%
/v1/tracks/44IViv0bVWrEmScLcFssav	2	< 0.1%
/v1/tracks/75ZwuzmGArceowMVQDEB1J	2	< 0.1%
/v1/tracks/7lW6kGMERd2RNwJGbrJFiC	2	< 0.1%
/v1/tracks/10FLYqpqDN4uo6eWtD6WEB	2	< 0.1%
/v1/tracks/5roGmmhLjfb2WqukL1u0TV	2	< 0.1%
Other values (8614)	8713	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8737	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8737	> 99.9%
(Missing)	3	< 0.1%

analysis_url
URL

Distinct	8624
Distinct (%)	98.7%
Missing	3
Missing (%)	< 0.1%
Memory size	1.1 MiB

https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	4
https://api.spotify.com/v1/audio-analysis/50fkJxrv0ZLTt9EHZGBOP7	3
https://api.spotify.com/v1/audio-analysis/2a1iMaoWQ5MnvLFBDv4qkf	3
https://api.spotify.com/v1/audio-analysis/7CBfP01G2qOB9GFWAN7ocL	2
https://api.spotify.com/v1/audio-analysis/5hChuUMe5iHfjkXgzj1D4b	2
Other values (8619)	8723
(Missing)	3

Value	Count	Frequency (%)
https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
https://api.spotify.com/v1/audio-analysis/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
https://api.spotify.com/v1/audio-analysis/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
https://api.spotify.com/v1/audio-analysis/7CBfP01G2qOB9GFWAN7ocL	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/5hChuUMe5iHfjkXgzj1D4b	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/4JSo7H334HZiZtDIUcMpv8	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/7tDEl7uRnoGdi0SFghDCz6	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/4OUmlC67FoPLvQNuE5C7kF	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/0GDz2tPdh6FbxJxM75SQB4	2	< 0.1%
https://api.spotify.com/v1/audio-analysis/4I5wK1FPimEXQb2zID7Duy	2	< 0.1%
Other values (8614)	8713	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
https	8737	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
api.spotify.com	8737	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	4	< 0.1%
/v1/audio-analysis/2a1iMaoWQ5MnvLFBDv4qkf	3	< 0.1%
/v1/audio-analysis/50fkJxrv0ZLTt9EHZGBOP7	3	< 0.1%
/v1/audio-analysis/1AffwMT4CUYidGHAFiW4vm	2	< 0.1%
/v1/audio-analysis/2Foc5Q5nqNiosCNqttzHof	2	< 0.1%
/v1/audio-analysis/44IViv0bVWrEmScLcFssav	2	< 0.1%
/v1/audio-analysis/75ZwuzmGArceowMVQDEB1J	2	< 0.1%
/v1/audio-analysis/7lW6kGMERd2RNwJGbrJFiC	2	< 0.1%
/v1/audio-analysis/10FLYqpqDN4uo6eWtD6WEB	2	< 0.1%
/v1/audio-analysis/5roGmmhLjfb2WqukL1u0TV	2	< 0.1%
Other values (8614)	8713	99.7%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8737	> 99.9%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
	8737	> 99.9%
(Missing)	3	< 0.1%

duration_ms
Real number (ℝ)

Distinct	7894
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	233982.53

Minimum	15106
Maximum	1172433
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	15106
5-th percentile	131862
Q1	185468.5
median	220704
Q3	267370.75
95-th percentile	376693.7
Maximum	1172433
Range	1157327
Interquartile range (IQR)	81902.25

Descriptive statistics

Standard deviation	83531.414
Coefficient of variation (CV)	0.35699851
Kurtosis	13.641048
Mean	233982.53
Median Absolute Deviation (MAD)	39066.5
Skewness	2.2297306
Sum	2.0450073 × 10⁹
Variance	6.9774972 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
192000	8	0.1%
180000	8	0.1%
174000	7	0.1%
200000	6	0.1%
228000	6	0.1%
204000	5	0.1%
213000	5	0.1%
196000	5	0.1%
160000	5	0.1%
186000	5	0.1%
Other values (7884)	8680	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15106	1	< 0.1%
16545	1	< 0.1%
24054	1	< 0.1%
25575	1	< 0.1%
27293	1	< 0.1%
28813	1	< 0.1%
29754	1	< 0.1%
30000	1	< 0.1%
30373	1	< 0.1%
30826	1	< 0.1%

Value	Count	Frequency (%)
1172433	1	< 0.1%
1142213	1	< 0.1%
1074213	1	< 0.1%
1059733	1	< 0.1%
1045533	1	< 0.1%
970464	1	< 0.1%
969864	1	< 0.1%
950210	1	< 0.1%
936739	1	< 0.1%
902000	1	< 0.1%

time_signature
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	3
Missing (%)	< 0.1%
Memory size	580.3 KiB

4.0	7939
3.0	567
5.0	155
1.0	75
0.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	26211
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	4.0
2nd row	3.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	7939	90.8%
3.0	567	6.5%
5.0	155	1.8%
1.0	75	0.9%
0.0	1	< 0.1%
(Missing)	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	7939	90.9%
3.0	567	6.5%
5.0	155	1.8%
1.0	75	0.9%
0.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	8738	33.3%
.	8737	33.3%
4	7939	30.3%
3	567	2.2%
5	155	0.6%
1	75	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17474	66.7%
Other Punctuation	8737	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	8738	50.0%
4	7939	45.4%
3	567	3.2%
5	155	0.9%
1	75	0.4%

Other Punctuation

Value	Count	Frequency (%)
.	8737	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26211	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	8738	33.3%
.	8737	33.3%
4	7939	30.3%
3	567	2.2%
5	155	0.6%
1	75	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26211	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	8738	33.3%
.	8737	33.3%
4	7939	30.3%
3	567	2.2%
5	155	0.6%
1	75	0.3%

id_hash
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8737
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1
12b4a008b377429b7bb86e1fd98d740b7f40f2c3aea7e5f261315180c9205aa5	1
c98b40e2b7cc30c1a38fe426e461a343c47bc18650d30734932ada93bb9b4219	1
d33f1a814879dc4b2cb79d8a11cdae67bcefa65b3102e4be1db7adee9cd0e667	1
Other values (8732)	8732

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	559360
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8736 ?
Unique (%)	> 99.9%

Sample

1st row	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717
2nd row	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694
3rd row	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3
4th row	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560
5th row	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4

Common Values

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	1	< 0.1%
12b4a008b377429b7bb86e1fd98d740b7f40f2c3aea7e5f261315180c9205aa5	1	< 0.1%
c98b40e2b7cc30c1a38fe426e461a343c47bc18650d30734932ada93bb9b4219	1	< 0.1%
d33f1a814879dc4b2cb79d8a11cdae67bcefa65b3102e4be1db7adee9cd0e667	1	< 0.1%
93bec58465fb2885a807f83ded2789c965ffeff20d0b493d64b796bffb7ea65c	1	< 0.1%
69ec705935becbd3f8f351005fba740c37fac76f2143bacbe965d25770512717	1	< 0.1%
bafd917c861839e4d430a9453dc52d053a482e1e2b773cefd4fbb0c2cc3dcf4b	1	< 0.1%
f8e84ed5ff8cbaaaaa63b2145b553547ee92ca0424250b81fe82f4940a9786b5	1	< 0.1%
05467790cdb77fda2459018283ab271ae1fe16ab87b7038c77928caef806a553	1	< 0.1%
Other values (8727)	8727	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	4	< 0.1%
118e08bd62d0adc42bb4ca154793d8f464f408b3c20e581606ea2c8862d8eff8	1	< 0.1%
72978a16871bc08ad3d64b24fd6eca05c8d50a08bd8cd7978ac238e1289134eb	1	< 0.1%
352e3c20633bbb0fb9932f683092f9470cb3bb0b4a9962ef6b022702e609efaa	1	< 0.1%
4fc625da9ae169ec64d1c0f922d6d1ac8fa660b06408b0e868960cf2ef16a279	1	< 0.1%
94f029a0618f5ecf11ee990cb8aa96e33f661dc338dc3133e8923007bd9bd104	1	< 0.1%
c1e86348af4afbe52e38485e25197ba3b262717e038656f413771f97f0a68e19	1	< 0.1%
4c77ed4fabdd9a9967078bd46a7abc6b6cf72a632245c58ddab554961b5f2d98	1	< 0.1%
cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	1	< 0.1%
a35fcb9b76c46fb421ceb6a1a48e20af460b3bb6cf43627b262333e354409984	1	< 0.1%
Other values (8727)	8727	99.9%

Most occurring characters

Value	Count	Frequency (%)
7	35274	6.3%
b	35149	6.3%
2	35093	6.3%
f	35051	6.3%
5	35030	6.3%
c	35019	6.3%
3	35008	6.3%
1	34984	6.3%
8	34982	6.3%
4	34921	6.2%
Other values (6)	208849	37.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	349574	62.5%
Lowercase Letter	209786	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	35274	10.1%
2	35093	10.0%
5	35030	10.0%
3	35008	10.0%
1	34984	10.0%
8	34982	10.0%
4	34921	10.0%
9	34800	10.0%
0	34750	9.9%
6	34732	9.9%

Lowercase Letter

Value	Count	Frequency (%)
b	35149	16.8%
f	35051	16.7%
c	35019	16.7%
e	34908	16.6%
a	34890	16.6%
d	34769	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	349574	62.5%
Latin	209786	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
7	35274	10.1%
2	35093	10.0%
5	35030	10.0%
3	35008	10.0%
1	34984	10.0%
8	34982	10.0%
4	34921	10.0%
9	34800	10.0%
0	34750	9.9%
6	34732	9.9%

Latin

Value	Count	Frequency (%)
b	35149	16.8%
f	35051	16.7%
c	35019	16.7%
e	34908	16.6%
a	34890	16.6%
d	34769	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	559360	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
7	35274	6.3%
b	35149	6.3%
2	35093	6.3%
f	35051	6.3%
5	35030	6.3%
c	35019	6.3%
3	35008	6.3%
1	34984	6.3%
8	34982	6.3%
4	34921	6.2%
Other values (6)	208849	37.3%

album
Categorical

Distinct	5378
Distinct (%)	61.5%
Missing	0
Missing (%)	0.0%
Memory size	717.2 KiB

Maschinen wie ich (Ungekürzt)	39
Inside In, Inside Out (15th Anniversary Deluxe)	21
Past Cloaks	19
The OOZ	19
Definitely Maybe (Deluxe Edition Remastered)	18
Other values (5373)	8624

Length

Max length	169
Median length	93
Mean length	17.003776
Min length	1

Characters and Unicode

Total characters	148613
Distinct characters	590
Distinct categories	20 ?
Distinct scripts	13 ?
Distinct blocks	14 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4283 ?
Unique (%)	49.0%

Sample

1st row	I'm Sick of This/So We Can Fuck
2nd row	871
3rd row	Substance (We Woke Up)
4th row	Guilty Conscience (Tame Impala Remix)
5th row	Guilty Conscience (Tame Impala Remix)

Common Values

Value	Count	Frequency (%)
Maschinen wie ich (Ungekürzt)	39	0.4%
Inside In, Inside Out (15th Anniversary Deluxe)	21	0.2%
Past Cloaks	19	0.2%
The OOZ	19	0.2%
Definitely Maybe (Deluxe Edition Remastered)	18	0.2%
Back to Mine: Jungle (DJ Mix)	18	0.2%
Light Up Gold + Tally All The Things That You Broke	18	0.2%
Is the Is Are	17	0.2%
A Cross The Universe	17	0.2%
Justice	17	0.2%
Other values (5368)	8537	97.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	1018	3.9%
	365	1.4%
of	326	1.3%
a	303	1.2%
in	274	1.1%
deluxe	263	1.0%
you	235	0.9%
to	216	0.8%
i	184	0.7%
for	169	0.7%
Other values (6334)	22445	87.0%

Most occurring characters

Value	Count	Frequency (%)
	17058	11.5%
e	14078	9.5%
o	8252	5.6%
i	7936	5.3%
n	7872	5.3%
a	7864	5.3%
r	6996	4.7%
t	6457	4.3%
s	5981	4.0%
l	4942	3.3%
Other values (580)	61177	41.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	98726	66.4%
Uppercase Letter	26038	17.5%
Space Separator	17058	11.5%
Other Punctuation	1919	1.3%
Decimal Number	1416	1.0%
Open Punctuation	1192	0.8%
Close Punctuation	1192	0.8%
Other Letter	651	0.4%
Dash Punctuation	264	0.2%
Final Punctuation	43	< 0.1%
Other values (10)	114	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	33	5.1%
ل	24	3.7%
م	20	3.1%
ي	19	2.9%
י	11	1.7%
و	10	1.5%
的	10	1.5%
ر	9	1.4%
ה	9	1.4%
ל	8	1.2%
Other values (328)	498	76.5%

Lowercase Letter

Value	Count	Frequency (%)
e	14078	14.3%
o	8252	8.4%
i	7936	8.0%
n	7872	8.0%
a	7864	8.0%
r	6996	7.1%
t	6457	6.5%
s	5981	6.1%
l	4942	5.0%
u	3602	3.6%
Other values (107)	24746	25.1%

Uppercase Letter

Value	Count	Frequency (%)
S	2199	8.4%
T	2136	8.2%
A	1655	6.4%
M	1592	6.1%
D	1487	5.7%
I	1356	5.2%
R	1299	5.0%
C	1279	4.9%
L	1278	4.9%
B	1275	4.9%
Other values (55)	10482	40.3%

Other Punctuation

Value	Count	Frequency (%)
.	526	27.4%
'	404	21.1%
,	308	16.1%
:	174	9.1%
/	150	7.8%
&	124	6.5%
!	110	5.7%
?	63	3.3%
"	27	1.4%
#	11	0.6%
Other values (6)	22	1.1%

Decimal Number

Value	Count	Frequency (%)
1	314	22.2%
0	302	21.3%
2	291	20.6%
9	125	8.8%
5	75	5.3%
6	74	5.2%
4	65	4.6%
3	62	4.4%
8	55	3.9%
7	53	3.7%

Nonspacing Mark

Value	Count	Frequency (%)
्	3	15.0%
้	3	15.0%
́	2	10.0%
̊	2	10.0%
े	2	10.0%
ุ	2	10.0%
ี	2	10.0%
่	2	10.0%
ั	1	5.0%
ु	1	5.0%

Math Symbol

Value	Count	Frequency (%)
+	22	53.7%
~	8	19.5%
>	3	7.3%
=	2	4.9%
×	2	4.9%
<	2	4.9%
÷	1	2.4%
\|	1	2.4%

Open Punctuation

Value	Count	Frequency (%)
(	1139	95.6%
[	51	4.3%
《	1	0.1%
「	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	1139	95.6%
]	51	4.3%
》	1	0.1%
」	1	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	259	98.1%
–	4	1.5%
—	1	0.4%

Spacing Mark

Value	Count	Frequency (%)
ि	2	50.0%
ी	1	25.0%
ा	1	25.0%

Final Punctuation

Value	Count	Frequency (%)
’	42	97.7%
”	1	2.3%

Currency Symbol

Value	Count	Frequency (%)
€	4	57.1%
$	3	42.9%

Initial Punctuation

Value	Count	Frequency (%)
‘	1	50.0%
“	1	50.0%

Space Separator

Value	Count	Frequency (%)
	17058	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	31	100.0%

Modifier Letter

Value	Count	Frequency (%)
ー	3	100.0%

Other Symbol

Value	Count	Frequency (%)
®	2	100.0%

Format

Value	Count	Frequency (%)
	2	100.0%

Modifier Symbol

Value	Count	Frequency (%)
^	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	124417	83.7%
Common	23174	15.6%
Cyrillic	317	0.2%
Han	224	0.2%
Arabic	187	0.1%
Hebrew	86	0.1%
Hangul	77	0.1%
Katakana	37	< 0.1%
Greek	30	< 0.1%
Devanagari	27	< 0.1%
Other values (3)	37	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
的	10	4.5%
我	6	2.7%
爱	4	1.8%
大	3	1.3%
中	3	1.3%
行	3	1.3%
樂	3	1.3%
音	3	1.3%
曲	3	1.3%
生	3	1.3%
Other values (158)	183	81.7%

Latin

Value	Count	Frequency (%)
e	14078	11.3%
o	8252	6.6%
i	7936	6.4%
n	7872	6.3%
a	7864	6.3%
r	6996	5.6%
t	6457	5.2%
s	5981	4.8%
l	4942	4.0%
u	3602	2.9%
Other values (107)	50437	40.5%

Hangul

Value	Count	Frequency (%)
요	3	3.9%
리	3	3.9%
차	3	3.9%
이	2	2.6%
아	2	2.6%
가	2	2.6%
자	2	2.6%
놀	2	2.6%
굿	1	1.3%
물	1	1.3%
Other values (56)	56	72.7%

Common

Value	Count	Frequency (%)
	17058	73.6%
(	1139	4.9%
)	1139	4.9%
.	526	2.3%
'	404	1.7%
1	314	1.4%
,	308	1.3%
0	302	1.3%
2	291	1.3%
-	259	1.1%
Other values (47)	1434	6.2%

Cyrillic

Value	Count	Frequency (%)
а	28	8.8%
с	27	8.5%
е	26	8.2%
н	25	7.9%
о	22	6.9%
и	21	6.6%
т	20	6.3%
р	14	4.4%
в	13	4.1%
л	12	3.8%
Other values (38)	109	34.4%

Arabic

Value	Count	Frequency (%)
ا	33	17.6%
ل	24	12.8%
م	20	10.7%
ي	19	10.2%
و	10	5.3%
ر	9	4.8%
ن	8	4.3%
ع	7	3.7%
ق	6	3.2%
د	6	3.2%
Other values (16)	45	24.1%

Katakana

Value	Count	Frequency (%)
ン	5	13.5%
ャ	2	5.4%
ジ	2	5.4%
コ	2	5.4%
ナ	2	5.4%
エ	2	5.4%
ク	2	5.4%
ト	2	5.4%
ド	2	5.4%
オ	2	5.4%
Other values (14)	14	37.8%

Hebrew

Value	Count	Frequency (%)
י	11	12.8%
ה	9	10.5%
ל	8	9.3%
ו	8	9.3%
א	7	8.1%
ם	6	7.0%
ח	5	5.8%
ש	5	5.8%
נ	3	3.5%
ג	3	3.5%
Other values (13)	21	24.4%

Thai

Value	Count	Frequency (%)
้	3	11.1%
ก	2	7.4%
า	2	7.4%
ุ	2	7.4%
ี	2	7.4%
่	2	7.4%
ร	1	3.7%
ง	1	3.7%
น	1	3.7%
ช	1	3.7%
Other values (10)	10	37.0%

Greek

Value	Count	Frequency (%)
α	4	13.3%
ι	4	13.3%
ρ	3	10.0%
ε	2	6.7%
θ	2	6.7%
ο	2	6.7%
η	2	6.7%
ν	2	6.7%
μ	1	3.3%
ί	1	3.3%
Other values (7)	7	23.3%

Devanagari

Value	Count	Frequency (%)
न	4	14.8%
्	3	11.1%
र	2	7.4%
स	2	7.4%
े	2	7.4%
य	2	7.4%
ि	2	7.4%
म	1	3.7%
श	1	3.7%
ी	1	3.7%
Other values (7)	7	25.9%

Hiragana

Value	Count	Frequency (%)
の	2	33.3%
と	1	16.7%
に	1	16.7%
な	1	16.7%
る	1	16.7%

Inherited

Value	Count	Frequency (%)
́	2	50.0%
̊	2	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	146936	98.9%
None	619	0.4%
Cyrillic	317	0.2%
CJK	224	0.2%
Arabic	187	0.1%
Hebrew	86	0.1%
Hangul	77	0.1%
Punctuation	55	< 0.1%
Katakana	44	< 0.1%
Devanagari	27	< 0.1%
Other values (4)	41	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	17058	11.6%
e	14078	9.6%
o	8252	5.6%
i	7936	5.4%
n	7872	5.4%
a	7864	5.4%
r	6996	4.8%
t	6457	4.4%
s	5981	4.1%
l	4942	3.4%
Other values (80)	59500	40.5%

None

Value	Count	Frequency (%)
ü	165	26.7%
é	75	12.1%
ä	59	9.5%
ö	30	4.8%
ç	28	4.5%
Ç	14	2.3%
ğ	14	2.3%
ø	13	2.1%
è	12	1.9%
å	12	1.9%
Other values (80)	197	31.8%

Punctuation

Value	Count	Frequency (%)
’	42	76.4%
–	4	7.3%
…	3	5.5%
	2	3.6%
—	1	1.8%
‘	1	1.8%
”	1	1.8%
“	1	1.8%

Arabic

Value	Count	Frequency (%)
ا	33	17.6%
ل	24	12.8%
م	20	10.7%
ي	19	10.2%
و	10	5.3%
ر	9	4.8%
ن	8	4.3%
ع	7	3.7%
ق	6	3.2%
د	6	3.2%
Other values (16)	45	24.1%

Cyrillic

Value	Count	Frequency (%)
а	28	8.8%
с	27	8.5%
е	26	8.2%
н	25	7.9%
о	22	6.9%
и	21	6.6%
т	20	6.3%
р	14	4.4%
в	13	4.1%
л	12	3.8%
Other values (38)	109	34.4%

Hebrew

Value	Count	Frequency (%)
י	11	12.8%
ה	9	10.5%
ל	8	9.3%
ו	8	9.3%
א	7	8.1%
ם	6	7.0%
ח	5	5.8%
ש	5	5.8%
נ	3	3.5%
ג	3	3.5%
Other values (13)	21	24.4%

CJK

Value	Count	Frequency (%)
的	10	4.5%
我	6	2.7%
爱	4	1.8%
大	3	1.3%
中	3	1.3%
行	3	1.3%
樂	3	1.3%
音	3	1.3%
曲	3	1.3%
生	3	1.3%
Other values (158)	183	81.7%

Katakana

Value	Count	Frequency (%)
ン	5	11.4%
・	4	9.1%
ー	3	6.8%
ャ	2	4.5%
ジ	2	4.5%
コ	2	4.5%
ナ	2	4.5%
エ	2	4.5%
ク	2	4.5%
ト	2	4.5%
Other values (16)	18	40.9%

Currency Symbols

Value	Count	Frequency (%)
€	4	100.0%

Devanagari

Value	Count	Frequency (%)
न	4	14.8%
्	3	11.1%
र	2	7.4%
स	2	7.4%
े	2	7.4%
य	2	7.4%
ि	2	7.4%
म	1	3.7%
श	1	3.7%
ी	1	3.7%
Other values (7)	7	25.9%

Hangul

Value	Count	Frequency (%)
요	3	3.9%
리	3	3.9%
차	3	3.9%
이	2	2.6%
아	2	2.6%
가	2	2.6%
자	2	2.6%
놀	2	2.6%
굿	1	1.3%
물	1	1.3%
Other values (56)	56	72.7%

Thai

Value	Count	Frequency (%)
้	3	11.1%
ก	2	7.4%
า	2	7.4%
ุ	2	7.4%
ี	2	7.4%
่	2	7.4%
ร	1	3.7%
ง	1	3.7%
น	1	3.7%
ช	1	3.7%
Other values (10)	10	37.0%

Hiragana

Value	Count	Frequency (%)
の	2	33.3%
と	1	16.7%
に	1	16.7%
な	1	16.7%
る	1	16.7%

Diacriticals

Value	Count	Frequency (%)
́	2	50.0%
̊	2	50.0%

release_date
Categorical

Distinct	2194
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Memory size	638.4 KiB

2020-02-28	47
2021-03-26	45
2021-08-27	43
2019-09-13	43
2006-01-01	42
Other values (2189)	8520

Length

Max length	10
Median length	10
Mean length	9.7923341
Min length	4

Characters and Unicode

Total characters	85585
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1095 ?
Unique (%)	12.5%

Sample

1st row	2020-05-01
2nd row	2020-12-25
3rd row	2021-02-03
4th row	2020-07-24
5th row	2020-07-24

Common Values

Value	Count	Frequency (%)
2020-02-28	47	0.5%
2021-03-26	45	0.5%
2021-08-27	43	0.5%
2019-09-13	43	0.5%
2006-01-01	42	0.5%
2021-01-15	41	0.5%
2019-10-18	41	0.5%
2021-02-26	41	0.5%
2019-06-26	39	0.4%
2021-04-30	38	0.4%
Other values (2184)	8320	95.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2020-02-28	47	0.5%
2021-03-26	45	0.5%
2021-08-27	43	0.5%
2019-09-13	43	0.5%
2006-01-01	42	0.5%
2021-01-15	41	0.5%
2019-10-18	41	0.5%
2021-02-26	41	0.5%
2019-06-26	39	0.4%
2021-04-30	38	0.4%
Other values (2184)	8320	95.2%

Most occurring characters

Value	Count	Frequency (%)
0	21266	24.8%
-	16875	19.7%
2	16855	19.7%
1	13805	16.1%
9	3761	4.4%
8	2410	2.8%
3	2388	2.8%
6	2267	2.6%
5	2104	2.5%
7	1995	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	68710	80.3%
Dash Punctuation	16875	19.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21266	31.0%
2	16855	24.5%
1	13805	20.1%
9	3761	5.5%
8	2410	3.5%
3	2388	3.5%
6	2267	3.3%
5	2104	3.1%
7	1995	2.9%
4	1859	2.7%

Dash Punctuation

Value	Count	Frequency (%)
-	16875	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	85585	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21266	24.8%
-	16875	19.7%
2	16855	19.7%
1	13805	16.1%
9	3761	4.4%
8	2410	2.8%
3	2388	2.8%
6	2267	2.6%
5	2104	2.5%
7	1995	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	85585	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21266	24.8%
-	16875	19.7%
2	16855	19.7%
1	13805	16.1%
9	3761	4.4%
8	2410	2.8%
3	2388	2.8%
6	2267	2.6%
5	2104	2.5%
7	1995	2.3%

explicit
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	76.8 KiB

False	7805
True	935

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	7805	89.3%
True	935	10.7%

popularity
Real number (ℝ)

Distinct	94
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.802632

Minimum	0
Maximum	98
Zeros	207
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	136.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	27
median	39
Q3	51
95-th percentile	70
Maximum	98
Range	98
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	18.710001
Coefficient of variation (CV)	0.48218382
Kurtosis	-0.24571817
Mean	38.802632
Median Absolute Deviation (MAD)	12
Skewness	-0.012849184
Sum	339135
Variance	350.06414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	233	2.7%
35	226	2.6%
40	222	2.5%
38	217	2.5%
39	215	2.5%
0	207	2.4%
43	207	2.4%
41	205	2.3%
44	201	2.3%
37	198	2.3%
Other values (84)	6609	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	207	2.4%
1	93	1.1%
2	47	0.5%
3	40	0.5%
4	54	0.6%
5	45	0.5%
6	41	0.5%
7	41	0.5%
8	52	0.6%
9	52	0.6%

Value	Count	Frequency (%)
98	2	< 0.1%
96	1	< 0.1%
91	4	< 0.1%
90	2	< 0.1%
89	7	0.1%
88	4	< 0.1%
87	4	< 0.1%
86	9	0.1%
85	11	0.1%
84	14	0.2%

isrc
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8626
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Memory size	657.3 KiB

ITR007900051	4
GBAYE9400055	3
FR8EU1800030	3
GBBKS0900056	2
QM38F1700004	2
Other values (8621)	8726

Length

Max length	15
Median length	12
Mean length	12.005492
Min length	12

Characters and Unicode

Total characters	104928
Distinct characters	55
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8516 ?
Unique (%)	97.4%

Sample

1st row	GBBPW2000087
2nd row	GBXNG2015003
3rd row	USLD91730821
4th row	USUM72013244
5th row	USUM72015141

Common Values

Value	Count	Frequency (%)
ITR007900051	4	< 0.1%
GBAYE9400055	3	< 0.1%
FR8EU1800030	3	< 0.1%
GBBKS0900056	2	< 0.1%
QM38F1700004	2	< 0.1%
AUFF01700121	2	< 0.1%
US25X1088819	2	< 0.1%
GBUM72006758	2	< 0.1%
USUG12203266	2	< 0.1%
GBUM71903648	2	< 0.1%
Other values (8616)	8716	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
itr007900051	4	< 0.1%
fr8eu1800030	3	< 0.1%
gbaye9400055	3	< 0.1%
us3r42052401	2	< 0.1%
fr8eu1800110	2	< 0.1%
gbcvz0300858	2	< 0.1%
fr0nt0800980	2	< 0.1%
qmlld1500013	2	< 0.1%
qzhn62072414	2	< 0.1%
gbswl1700022	2	< 0.1%
Other values (8616)	8716	99.7%

Most occurring characters

Value	Count	Frequency (%)
0	19021	18.1%
1	12123	11.6%
2	8013	7.6%
9	4612	4.4%
3	4486	4.3%
7	4367	4.2%
5	4270	4.1%
6	4188	4.0%
U	3992	3.8%
4	3977	3.8%
Other values (45)	35879	34.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	69010	65.8%
Uppercase Letter	35631	34.0%
Lowercase Letter	239	0.2%
Dash Punctuation	48	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
U	3992	11.2%
S	3585	10.1%
B	3292	9.2%
G	2897	8.1%
E	2216	6.2%
M	1962	5.5%
A	1931	5.4%
Q	1491	4.2%
C	1453	4.1%
R	1317	3.7%
Other values (16)	11495	32.3%

Lowercase Letter

Value	Count	Frequency (%)
s	53	22.2%
u	53	22.2%
h	28	11.7%
c	21	8.8%
g	20	8.4%
m	17	7.1%
d	8	3.3%
y	8	3.3%
j	8	3.3%
x	4	1.7%
Other values (8)	19	7.9%

Decimal Number

Value	Count	Frequency (%)
0	19021	27.6%
1	12123	17.6%
2	8013	11.6%
9	4612	6.7%
3	4486	6.5%
7	4367	6.3%
5	4270	6.2%
6	4188	6.1%
4	3977	5.8%
8	3953	5.7%

Dash Punctuation

Value	Count	Frequency (%)
-	48	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69058	65.8%
Latin	35870	34.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
U	3992	11.1%
S	3585	10.0%
B	3292	9.2%
G	2897	8.1%
E	2216	6.2%
M	1962	5.5%
A	1931	5.4%
Q	1491	4.2%
C	1453	4.1%
R	1317	3.7%
Other values (34)	11734	32.7%

Common

Value	Count	Frequency (%)
0	19021	27.5%
1	12123	17.6%
2	8013	11.6%
9	4612	6.7%
3	4486	6.5%
7	4367	6.3%
5	4270	6.2%
6	4188	6.1%
4	3977	5.8%
8	3953	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	104928	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19021	18.1%
1	12123	11.6%
2	8013	7.6%
9	4612	4.4%
3	4486	4.3%
7	4367	4.2%
5	4270	4.1%
6	4188	4.0%
U	3992	3.8%
4	3977	3.8%
Other values (45)	35879	34.2%

error
Categorical

CONSTANT
MISSING

Distinct	1
Distinct (%)	33.3%
Missing	8737
Missing (%)	> 99.9%
Memory size	341.6 KiB

{'status': 404, 'message': 'analysis not found'}	3

Length

Max length	48
Median length	48
Mean length	48
Min length	48

Characters and Unicode

Total characters	144
Distinct characters	22
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	{'status': 404, 'message': 'analysis not found'}
2nd row	{'status': 404, 'message': 'analysis not found'}
3rd row	{'status': 404, 'message': 'analysis not found'}

Common Values

Value	Count	Frequency (%)
{'status': 404, 'message': 'analysis not found'}	3	< 0.1%
(Missing)	8737	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
status	3	16.7%
404	3	16.7%
message	3	16.7%
analysis	3	16.7%
not	3	16.7%
found	3	16.7%

Most occurring characters

Value	Count	Frequency (%)
s	18	12.5%
'	18	12.5%
	15	10.4%
a	12	8.3%
t	9	6.2%
n	9	6.2%
u	6	4.2%
:	6	4.2%
4	6	4.2%
e	6	4.2%
Other values (12)	39	27.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	87	60.4%
Other Punctuation	27	18.8%
Space Separator	15	10.4%
Decimal Number	9	6.2%
Open Punctuation	3	2.1%
Close Punctuation	3	2.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	18	20.7%
a	12	13.8%
t	9	10.3%
n	9	10.3%
u	6	6.9%
e	6	6.9%
o	6	6.9%
y	3	3.4%
d	3	3.4%
f	3	3.4%
Other values (4)	12	13.8%

Other Punctuation

Value	Count	Frequency (%)
'	18	66.7%
:	6	22.2%
,	3	11.1%

Decimal Number

Value	Count	Frequency (%)
4	6	66.7%
0	3	33.3%

Space Separator

Value	Count	Frequency (%)
	15	100.0%

Open Punctuation

Value	Count	Frequency (%)
{	3	100.0%

Close Punctuation

Value	Count	Frequency (%)
}	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	87	60.4%
Common	57	39.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	18	20.7%
a	12	13.8%
t	9	10.3%
n	9	10.3%
u	6	6.9%
e	6	6.9%
o	6	6.9%
y	3	3.4%
d	3	3.4%
f	3	3.4%
Other values (4)	12	13.8%

Common

Value	Count	Frequency (%)
'	18	31.6%
	15	26.3%
:	6	10.5%
4	6	10.5%
{	3	5.3%
,	3	5.3%
0	3	5.3%
}	3	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	144	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	18	12.5%
'	18	12.5%
	15	10.4%
a	12	8.3%
t	9	6.2%
n	9	6.2%
u	6	4.2%
:	6	4.2%
4	6	4.2%
e	6	4.2%
Other values (12)	39	27.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	artist_name	track_name	plays	hash	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	type	id	uri	track_href	analysis_url	duration_ms	time_signature	id_hash	album	release_date	explicit	popularity	isrc	error
0	!!!	So We Can Fuck	True	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	0.809	0.466	9.0	-9.491	0.0	0.074458	0.000072	0.614645	0.109751	0.7200	120.002	track	4knd2gQyr2DTRLfJDHcyMS	spotify:track:4knd2gQyr2DTRLfJDHcyMS	https://api.spotify.com/v1/tracks/4knd2gQyr2DTRLfJDHcyMS	https://api.spotify.com/v1/audio-analysis/4knd2gQyr2DTRLfJDHcyMS	296500	4.0	40826686141ecbeb2a9a032ba9b17ae9966d3b9285f651017bb33d4ed988f717	I'm Sick of This/So We Can Fuck	2020-05-01	False	28	GBBPW2000087	NaN
1	00110100 01010100	0000 871 0003	True	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694	0.395	0.260	2.0	-16.153	0.0	0.046884	0.558472	0.614104	0.108854	0.0724	152.546	track	7ns3vcnzAxjCZVYwlwazah	spotify:track:7ns3vcnzAxjCZVYwlwazah	https://api.spotify.com/v1/tracks/7ns3vcnzAxjCZVYwlwazah	https://api.spotify.com/v1/audio-analysis/7ns3vcnzAxjCZVYwlwazah	75417	3.0	8fe126c7d28ac465eacb644ec878ea554744d6dd7d2fef696df6e847bd133694	871	2020-12-25	False	33	GBXNG2015003	NaN
2	03 Greedo	Substance (We Woke Up)	True	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3	0.730	0.540	3.0	-5.979	0.0	0.050693	0.309688	0.000000	0.148420	0.3270	141.954	track	2S8gTIectkC846PHdsAshC	spotify:track:2S8gTIectkC846PHdsAshC	https://api.spotify.com/v1/tracks/2S8gTIectkC846PHdsAshC	https://api.spotify.com/v1/audio-analysis/2S8gTIectkC846PHdsAshC	236619	4.0	5139a49bdfa4749b67c074870911e75976d58b32b076d1d7a72f4813edfe76a3	Substance (We Woke Up)	2021-02-03	True	62	USLD91730821	NaN
3	070 Shake	Guilty Conscience - Tame Impala Remix	True	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560	0.415	0.878	1.0	-3.650	0.0	0.277632	0.054867	0.003474	0.200489	0.3090	191.777	track	5i5fCpsnqDJ9AfeObgd0gW	spotify:track:5i5fCpsnqDJ9AfeObgd0gW	https://api.spotify.com/v1/tracks/5i5fCpsnqDJ9AfeObgd0gW	https://api.spotify.com/v1/audio-analysis/5i5fCpsnqDJ9AfeObgd0gW	214986	4.0	2b34ac0f1ca8fac70845b6cb894bac839ab229454203ef29b3d2bee9058fd560	Guilty Conscience (Tame Impala Remix)	2020-07-24	False	60	USUM72013244	NaN
4	070 Shake	Guilty Conscience - Tame Impala Remix Extended	True	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4	0.426	0.850	9.0	-4.754	1.0	0.235862	0.070365	0.006270	0.137150	0.2130	191.928	track	7qDUOLnOLYKTwzvCJDnYRf	spotify:track:7qDUOLnOLYKTwzvCJDnYRf	https://api.spotify.com/v1/tracks/7qDUOLnOLYKTwzvCJDnYRf	https://api.spotify.com/v1/audio-analysis/7qDUOLnOLYKTwzvCJDnYRf	287066	4.0	283330c524139861dda440b4ea23424f6930f9b900372737d91e20213fe1c6a4	Guilty Conscience (Tame Impala Remix)	2020-07-24	False	38	USUM72015141	NaN
5	070 Shake	Guilty Conscience - Tame Impala Remix Instrumental	True	ab6360e389e3f5d1195762455462751a2cafccfcb6ad56ddbf025a8c999b0b73	0.518	0.815	9.0	-7.016	1.0	0.089841	0.072972	0.638691	0.161268	0.0716	191.862	track	2nwc1w2yyOXPCyTaphRQGN	spotify:track:2nwc1w2yyOXPCyTaphRQGN	https://api.spotify.com/v1/tracks/2nwc1w2yyOXPCyTaphRQGN	https://api.spotify.com/v1/audio-analysis/2nwc1w2yyOXPCyTaphRQGN	285933	4.0	ab6360e389e3f5d1195762455462751a2cafccfcb6ad56ddbf025a8c999b0b73	Guilty Conscience (Tame Impala Remix)	2020-07-24	False	33	USUM72015142	NaN
6	070 Shake	The Pines	True	3c8a3f0b83fbbf1283e05bc8e8359c3b2e0167a2846aeae1ab32a3b823b9b7dd	0.522	0.439	9.0	-7.037	0.0	0.033918	0.033918	0.000009	0.353470	0.1760	163.927	track	0uTw7TNnYn64XmCAo5jr0c	spotify:track:0uTw7TNnYn64XmCAo5jr0c	https://api.spotify.com/v1/tracks/0uTw7TNnYn64XmCAo5jr0c	https://api.spotify.com/v1/audio-analysis/0uTw7TNnYn64XmCAo5jr0c	213613	4.0	3c8a3f0b83fbbf1283e05bc8e8359c3b2e0167a2846aeae1ab32a3b823b9b7dd	Modus Vivendi	2020-01-17	False	46	USUM71925530	NaN
7	100 gecs	800db cloud	True	5a4fe1451e61705a1b59338ee79fb383eb3efd7f57d41dc32eb2f56f1422a446	0.434	0.846	8.0	-5.310	1.0	0.398776	0.129272	0.000016	0.126633	0.4880	141.617	track	5N7X3lGWDi4P0v2h9Vs9mF	spotify:track:5N7X3lGWDi4P0v2h9Vs9mF	https://api.spotify.com/v1/tracks/5N7X3lGWDi4P0v2h9Vs9mF	https://api.spotify.com/v1/audio-analysis/5N7X3lGWDi4P0v2h9Vs9mF	103940	4.0	5a4fe1451e61705a1b59338ee79fb383eb3efd7f57d41dc32eb2f56f1422a446	1000 gecs and The Tree of Clues	2020-07-10	False	34	USAT22000181	NaN
8	100 gecs	bloodstains	True	d02f429f5cf8b05621bad75db5f28706f81333c12848cb95bf6dbab3b3b270ba	0.547	0.398	10.0	-9.142	1.0	0.432432	0.167208	0.000436	0.268499	0.4060	87.373	track	1j581GCDFQ9P8xd6fyjgLt	spotify:track:1j581GCDFQ9P8xd6fyjgLt	https://api.spotify.com/v1/tracks/1j581GCDFQ9P8xd6fyjgLt	https://api.spotify.com/v1/audio-analysis/1j581GCDFQ9P8xd6fyjgLt	129015	4.0	d02f429f5cf8b05621bad75db5f28706f81333c12848cb95bf6dbab3b3b270ba	100 gecs	2017-01-02	False	50	TCADL1841679	NaN
9	100 gecs	hand crushed by a mallet	True	cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	0.659	0.473	1.0	-7.306	0.0	0.117783	0.242162	0.000000	0.246860	0.7880	84.505	track	7CUkeiG7QtB7tPU9f8SANS	spotify:track:7CUkeiG7QtB7tPU9f8SANS	https://api.spotify.com/v1/tracks/7CUkeiG7QtB7tPU9f8SANS	https://api.spotify.com/v1/audio-analysis/7CUkeiG7QtB7tPU9f8SANS	126616	4.0	cbe55ee5f173ea3090ec1a5bac0b7829b32295e7f869103c13068034843e2c85	1000 gecs	2019-05-31	True	61	USAT22000422	NaN

	artist_name	track_name	plays	hash	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	type	id	uri	track_href	analysis_url	duration_ms	time_signature	id_hash	album	release_date	explicit	popularity	isrc	error
8730	Ketato	Tetri Pikri \| White thought	False	4d028bf041160194f7af913fe8ecd9311848790e3c4385c094efbe25c2c9b23d	0.646	0.240	0.0	-14.256	0.0	0.037392	0.670390	0.001788	0.461215	0.194	120.088	track	5IczFH0YW5FBh3ktC38LFB	spotify:track:5IczFH0YW5FBh3ktC38LFB	https://api.spotify.com/v1/tracks/5IczFH0YW5FBh3ktC38LFB	https://api.spotify.com/v1/audio-analysis/5IczFH0YW5FBh3ktC38LFB	277293	4.0	4d028bf041160194f7af913fe8ecd9311848790e3c4385c094efbe25c2c9b23d	Tetri Pikri \| White thought	2021-11-19	False	0	QZPLR2151261	NaN
8731	rabb1txd	Время	False	a6006c08e6df404e832e6d47a83a542a16a43fd5b5bfb6497286849064fe89a8	0.705	0.392	6.0	-12.898	1.0	0.034884	0.137150	0.033531	0.106160	0.572	135.051	track	4tb2CF9l1fjcJMJmxLDoZo	spotify:track:4tb2CF9l1fjcJMJmxLDoZo	https://api.spotify.com/v1/tracks/4tb2CF9l1fjcJMJmxLDoZo	https://api.spotify.com/v1/audio-analysis/4tb2CF9l1fjcJMJmxLDoZo	115014	4.0	a6006c08e6df404e832e6d47a83a542a16a43fd5b5bfb6497286849064fe89a8	Die!	2022-09-09	True	0	FRX762205151	NaN
8732	ZHF	Tard	False	382ba5558596db5daffa90aebd4dcc1704d0d7aeef69e2fa4935f239739e7322	0.820	0.368	10.0	-13.940	0.0	0.440189	0.380489	0.000069	0.092579	0.258	130.173	track	7BgrbTWJSfin28VS2Q3Ooc	spotify:track:7BgrbTWJSfin28VS2Q3Ooc	https://api.spotify.com/v1/tracks/7BgrbTWJSfin28VS2Q3Ooc	https://api.spotify.com/v1/audio-analysis/7BgrbTWJSfin28VS2Q3Ooc	192000	4.0	382ba5558596db5daffa90aebd4dcc1704d0d7aeef69e2fa4935f239739e7322	Nocturne	2021-08-17	True	0	QZK6G2189774	NaN
8733	Indochine	Belfast	False	fd541de2613f6b3eed2e4623dcf777991fe69f568e8542abbb94ca572155a205	0.529	0.789	1.0	-6.123	1.0	0.029170	0.009029	0.000360	0.094674	0.484	133.972	track	63H7WN1Ws41f3JimFOAK3A	spotify:track:63H7WN1Ws41f3JimFOAK3A	https://api.spotify.com/v1/tracks/63H7WN1Ws41f3JimFOAK3A	https://api.spotify.com/v1/audio-analysis/63H7WN1Ws41f3JimFOAK3A	365040	4.0	fd541de2613f6b3eed2e4623dcf777991fe69f568e8542abbb94ca572155a205	Black City Parade	2014-06-23	False	23	FRZ081200624	NaN
8734	Maja Sowińska	Marzenie	False	02e2e120620e13e82326ff48a17b3b2b0c9de47cad6f0a3f425ec9dfc87e2df8	0.348	0.621	7.0	-7.081	1.0	0.086178	0.033338	0.000000	0.099845	0.184	140.015	track	5lHISKy6SUsvCrJ9N213vs	spotify:track:5lHISKy6SUsvCrJ9N213vs	https://api.spotify.com/v1/tracks/5lHISKy6SUsvCrJ9N213vs	https://api.spotify.com/v1/audio-analysis/5lHISKy6SUsvCrJ9N213vs	331160	4.0	02e2e120620e13e82326ff48a17b3b2b0c9de47cad6f0a3f425ec9dfc87e2df8	Marzenie	2021-12-02	False	7	PL88K2100011	NaN
8735	Spa Relaxation & Spa	Ambience for Wellness Centers	False	754c476a2cf988f206f1c111f0fe513e612b7ec503a4bd995851c18268442207	0.309	0.175	7.0	-22.315	1.0	0.052213	0.687129	0.628075	0.103459	0.191	199.005	track	2zAR76nTQC9FfOBYBwH1Oq	spotify:track:2zAR76nTQC9FfOBYBwH1Oq	https://api.spotify.com/v1/tracks/2zAR76nTQC9FfOBYBwH1Oq	https://api.spotify.com/v1/audio-analysis/2zAR76nTQC9FfOBYBwH1Oq	163199	4.0	754c476a2cf988f206f1c111f0fe513e612b7ec503a4bd995851c18268442207	Solo Piano for Wellness Resorts	2020-01-23	False	0	QZFQ51086855	NaN
8736	Okres	Cósmika	False	24c7adf823b82a2ebbc92e4b4ca42e89881eb9a5bd06b3302d29a3390e517264	0.734	0.800	1.0	-4.758	1.0	0.307485	0.202124	0.000000	0.078719	0.856	89.839	track	0Jb48CoUcPKbR4Vgnq3Is1	spotify:track:0Jb48CoUcPKbR4Vgnq3Is1	https://api.spotify.com/v1/tracks/0Jb48CoUcPKbR4Vgnq3Is1	https://api.spotify.com/v1/audio-analysis/0Jb48CoUcPKbR4Vgnq3Is1	235000	4.0	24c7adf823b82a2ebbc92e4b4ca42e89881eb9a5bd06b3302d29a3390e517264	Cósmika	2021-05-07	False	0	usdy42182638	NaN
8737	Cid Moreira	Esforço em Confiança em Deus	False	fcd775b5b77532e4dc70341bd2e7ad5363f4ca3a7221b6e0aa9d1adb6d520685	0.709	0.199	0.0	-12.658	0.0	0.381855	0.654406	0.000000	0.084709	0.579	113.683	track	1OoERbByXE3D1uyx4yYbxH	spotify:track:1OoERbByXE3D1uyx4yYbxH	https://api.spotify.com/v1/tracks/1OoERbByXE3D1uyx4yYbxH	https://api.spotify.com/v1/audio-analysis/1OoERbByXE3D1uyx4yYbxH	133386	3.0	fcd775b5b77532e4dc70341bd2e7ad5363f4ca3a7221b6e0aa9d1adb6d520685	Recados da Bíblia, Vol. 5	2018-08-03	False	1	BRGLD1800083	NaN
8738	Années soixante dix orchestra	Lady Lay	False	84cf8f58e2299d8de2704867efbc3e4f8ef114cca56b4e811ed7865afae147e7	0.662	0.805	9.0	-8.505	0.0	0.031499	0.007383	0.000000	0.092214	0.874	127.287	track	47uXK5g9QWIzAKzbU9mbDd	spotify:track:47uXK5g9QWIzAKzbU9mbDd	https://api.spotify.com/v1/tracks/47uXK5g9QWIzAKzbU9mbDd	https://api.spotify.com/v1/audio-analysis/47uXK5g9QWIzAKzbU9mbDd	190804	4.0	84cf8f58e2299d8de2704867efbc3e4f8ef114cca56b4e811ed7865afae147e7	Les Succès des Années 70, Vol. 3	2011-04-01	False	14	FRR261003510	NaN
8739	杜懌超	WIOT - 2017世界物聯網博覽會官方主題曲	False	f050dbb54cecaedd4a830d1cccfdd3f488dc0bde7707ea8f73cb286b41612c37	0.585	0.643	9.0	-8.343	0.0	0.231112	0.253867	0.000000	0.086086	0.697	119.985	track	4ChrovoT4OZmvSZUzYtjxs	spotify:track:4ChrovoT4OZmvSZUzYtjxs	https://api.spotify.com/v1/tracks/4ChrovoT4OZmvSZUzYtjxs	https://api.spotify.com/v1/audio-analysis/4ChrovoT4OZmvSZUzYtjxs	229576	4.0	f050dbb54cecaedd4a830d1cccfdd3f488dc0bde7707ea8f73cb286b41612c37	WIOT (2017世界物聯網博覽會官方主題曲)	2017-09-07	False	0	CNZ501700553	NaN

Most frequently occurring

	artist_name	track_name	plays	hash	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	type	id	uri	track_href	analysis_url	duration_ms	time_signature	id_hash	album	release_date	explicit	popularity	isrc	error	# duplicates
0	Umberto Tozzi	Gloria	False	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	0.784	0.677	4.0	-12.301	1.0	0.045738	0.155293	0.000012	0.206201	0.879	131.618	track	35tzxthMBglBMjmZ7Fn1hj	spotify:track:35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	264674	4.0	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	Gloria	1979-01-01	False	63	ITR007900051	NaN	2
1	Umberto Tozzi	Gloria	True	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	0.784	0.677	4.0	-12.301	1.0	0.045738	0.155293	0.000012	0.206201	0.879	131.618	track	35tzxthMBglBMjmZ7Fn1hj	spotify:track:35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/tracks/35tzxthMBglBMjmZ7Fn1hj	https://api.spotify.com/v1/audio-analysis/35tzxthMBglBMjmZ7Fn1hj	264674	4.0	23134ee7b28d5abec1f2cf07b690bc8a74f8c1a5b18ef42abaf1b256990c8293	Gloria	1979-01-01	False	63	ITR007900051	NaN	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Modifier Letter

Spacing Mark

Space Separator

Dash Punctuation

Currency Symbol

Open Punctuation

Close Punctuation

Connector Punctuation

Nonspacing Mark

Final Punctuation

Other Symbol

Most occurring scripts

Most frequent character per script

Latin

Han

Cyrillic

Common

Hangul

Arabic

Greek

Katakana

Devanagari

Most occurring blocks

Most frequent character per block

ASCII

None

Arabic

Cyrillic

CJK

Hangul

Devanagari

Katakana

Punctuation

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Nonspacing Mark

Decimal Number

Math Symbol

Close Punctuation

Open Punctuation

Final Punctuation

Currency Symbol

Initial Punctuation

Spacing Mark

Modifier Symbol

Other Symbol

Dash Punctuation

Modifier Letter

Space Separator

Format

Connector Punctuation

Most occurring scripts

Most frequent character per script

Han

Latin

Hangul

Common

Cyrillic

Arabic

Devanagari